{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bfe448ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.special import wofz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b6fc7fe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "files = ['HH', 'HV', 'VH', 'VV']\n",
    "pol = ['RL', 'RR', 'LL', 'LR']\n",
    "Ts = [11, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 220, 250, 275, 296]\n",
    "Rcoeffs = [1.20545548, 1.155071943, 1.155071943, 1.20545548]\n",
    "\n",
    "def offset_function(x, a1, b1, c1, d1):\n",
    "    return a1 * np.exp(-((x - b1) ** 2) / (c1 ** 2)) + d1\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "EsVH = np.zeros((18, 991))\n",
    "dataVH = np.zeros((18, 991))\n",
    "\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'VH{T}.txt'\n",
    "    data = pd.read_csv(filename, delim_whitespace=True, header=None).values\n",
    "    ax.plot(data[260:, 0], data[260:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataVH[num, :] = data[260:260 + 991, 1] * Rcoeffs[1]\n",
    "    EsVH[num, :] = data[260:260 + 991, 0]\n",
    "    ax.set_ylim(20, 1000)\n",
    "    ax.set_title('VH')\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsVH[0, :], Ts)\n",
    "plt.pcolor(X, Y, dataVH, shading = 'auto', cmap='jet')\n",
    "plt.clim(10, 50)\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "EsHV = np.zeros((18, 991))\n",
    "dataHV = np.zeros((18, 991))\n",
    "\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'HV{T}.txt'\n",
    "    data = pd.read_csv(filename, delim_whitespace=True, header=None).values\n",
    "    ax.plot(data[260:, 0], data[260:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataHV[num, :] = data[260:260 + 991, 1] * Rcoeffs[1]\n",
    "    EsHV[num, :] = data[260:260 + 991, 0]\n",
    "    ax.set_ylim(20, 1000)\n",
    "    ax.set_title('HV')\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsHV[0, :], Ts)\n",
    "plt.pcolor(X, Y, dataHV, shading = 'auto', cmap='jet')\n",
    "plt.clim(10, 200)\n",
    "plt.colorbar()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dd642daf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MhsxsASITmuvAcUBERsEARETaoASgBP+/tjIQmuOAiIyCAYiI1OdoalkI0V8XQm1NCUBcC4jIKBiAiEh91ZcB0QTABET28f/rcyYYkeEwABGR+uSxNxFxgCXY/6/PtYCIDIcBiIjUp8wAU6H7C2ALEJEBMQARkfrUHAANtAQvBiAiw2AAIiL1yV1g/p4CL+vFWWBERsMARETqU2aA+XkRRJnc8lR5HhBCnToQkV8xABGR+tS6EKpMDkCOBqCmVJ06EJFfMQARkfrUug6YLCgUCI+R7nMmGJEhMAARkfrUDkBAyzggXg6DyBAYgIhIfWpPgwdaxh/J45GIKKAxABGRuuoqgYYq6b6qLUDNr80uMCJDYAAiInXJ3V/BkUBoL/XqwcUQiQyFAYiI1CW3uKg1BV7GxRCJDIUBiIjUpYUB0K1fn4shEhkCAxARqUtrAYizwIgMgQGIiNRVqYEZYK1fn7PAiAyBAYiI1FWh8oVQZfLr15UD9dXq1oWIfI4BiIjUpfaFUGWh0UBQuHSfA6GJAh4DEBGpS+0LocpMplaLITIAEQU6BiAiUpfaF0JtjYshEhmGxwHo7Nmz+MlPfoK4uDhERETg2muvxf79+5XHhRBYtGgRkpOTER4ejnHjxuHIkSNO+6irq8OcOXMQHx+PyMhITJ06FWfOnHEqU1paiuzsbFitVlitVmRnZ6OsrKx7R0lE2tTUAFRflO6r3QUGtJoJxoHQRIHOowBUWlqKG2+8EcHBwfjHP/6Bo0eP4ve//z169+6tlFm+fDlWrFiB1atXIy8vDzabDRMnTkRFRYVSZt68edi8eTM2bdqEnTt3orKyElOmTEFTU5NSZvr06cjPz0dOTg5ycnKQn5+P7Ozsnh8xEWlH1QXp1mQBIuLUrQvQaiYYW4CIAl2QJ4WXLVuGlJQUrF+/Xtk2cOBA5b4QAqtWrcLzzz+Pe+65BwCwYcMGJCYm4u2338Zjjz0Gu92O119/HW+++SYmTJgAANi4cSNSUlKwdetW3HbbbTh27BhycnKwZ88ejBw5EgCwbt06ZGVl4fjx40hPT+/pcRORFijdXwmAWQM98vJMMC6GSBTwPPrE+eijj3Ddddfh3nvvRUJCAoYPH45169YpjxcUFKC4uBiTJk1StoWGhmLs2LHYtWsXAGD//v1oaGhwKpOcnIyMjAylzO7du2G1WpXwAwCjRo2C1WpVyrRVV1eH8vJypx8i0ji5q0kL43+Alm44DoImCngeBaCTJ09izZo1SEtLw2effYbHH38cc+fOxZ///GcAQHGx9G0uMdH5wywxMVF5rLi4GCEhIYiJiXFZJiGh/ZogCQkJSpm2li5dqowXslqtSElJ8eTQiEgNlRoaAA2wC4zIQDwKQA6HAyNGjMCSJUswfPhwPPbYY5g5cybWrFnjVM5kMjn9WwjRbltbbct0VN7Vfp577jnY7Xblp7Cw0N3DIiK1yF1Nak+Bl7ELjMgwPApASUlJGDp0qNO2IUOG4PTp0wAAm0369tS2laakpERpFbLZbKivr0dpaanLMufPt/8AunDhQrvWJVloaCiio6OdfohI47RyHTCZ3AVWfRFwNLkuS0S65lEAuvHGG3H8+HGnbd988w0GDBgAAEhNTYXNZkNubq7yeH19PXbs2IHRo0cDADIzMxEcHOxUpqioCIcPH1bKZGVlwW63Y9++fUqZvXv3wm63K2WIKABoLQBFxgMmMyAcLTPUiCggeTQL7Omnn8bo0aOxZMkSTJs2Dfv27cPatWuxdu1aAFK31bx587BkyRKkpaUhLS0NS5YsQUREBKZPnw4AsFqteOSRRzB//nzExcUhNjYWzzzzDIYNG6bMChsyZAgmT56MmTNn4rXXXgMAPProo5gyZQpngBEFEq1cCFVmtgCRfaR6VRRrp15E5HUeBaDrr78emzdvxnPPPYcXXngBqampWLVqFR588EGlzLPPPouamhrMmjULpaWlGDlyJLZs2YKoqCilzMqVKxEUFIRp06ahpqYG48ePxxtvvAGLxaKUeeuttzB37lxlttjUqVOxevXqnh4vEWlJhcZagACpLpXnuRgiUYAzCSGE2pXwhfLyclitVtjtdo4HItIiIYD/mwA01QNPfQXEDFC7RpK37gW+3QJMfRkY8VO1a0NkOP46f2tg5TEiMqTaMin8ABprAeJMMCIjYAAiInXIASPMCgSHqVuX1rgYIpEhMAARkTqUGWAaG2isXBCViyESBTIGICJShxKA2q/6rip5UUZ2gREFNAYgIlKHfCFUrU01ZxcYkSEwABGROrS2CKJMbpGqPC/NVCOigMQARETq0GoAklukGmuBunJ160JEPsMARETq0GoXWHA4EGqV7nMcEFHAYgAiInXIKy1rbRA00KobjDPBiAIVAxARqUMOF1qbBg+0tErxchhEAYsBiIj8r6EWqLVL96M0NgYIaBmXVMEWIKJAxQBERP4nD4C2hAJhvVWtSoe4GCJRwGMAIiL/az0DzGRSty4dkVul2AVGFLAYgIjI/7S6CrRMHpfELjCigMUARET+p9Up8LLWiyESUUBiACIi/1OmwGtwADTQahYYAxBRoGIAIiL/U6bAazQAyfWqKQUa69StCxH5BAMQEfmfvMKyFqfAA0B4DGAJke6zFYgoIDEAEZH/KYOgNToGyGRqNRWeM8GIAhEDEBH5n9ZngQFcDJEowDEAEZF/ORwtrSpanQUGcDFEogDHAERE/lV9CRBNAExAZB+1a9M5LoZIFNAYgIjIv+QWlYg4wBKsbl1c4WKIRAGNAYiI/Ese/6Pl7i+g1WKIbAEiCkQMQETkXxU6GAANtFoMkS1ARIGIAYiI/EvrU+BlyiwwrgNEFIgYgIjIv/QwBR5oCUBVJdLMNSIKKAxARORfWr8QqkwOaI5GoOayunUhIq9jACIi/9L6hVBllmBpphrAmWBEAYgBiIj8S+sXQm2tF68KTxSoGICIyL8qdDINHmi1GCIDEFGgYQAiIv+pqwQaqqT7umgB4vXAiAIVAxAR+Y/ckhIcCYT2Urcu7uAV4YkCFgMQEfmPMgNMB60/ABdDJApgDEBE5D/KAGgdjP8BWqbCczFEooDDAERE/qMMgNZJCxBngREFLAYgIvIfvbUARTEAEQUqBiAi8h/dtQA1d4HVV0oz2IgoYDAAEZH/6K0FKDRKmrEGsBWIKMAwABGR/+itBQjgYohEAYoBiIj8R24BikpStx6e6MUARBSIGICIyD8a64CaUum+HlaBlimrQTMAEQUSBiAi8g95EURLKBAeo25dPMHFEIkCEgMQEfmH3IXUKxEwmdStiyfkmWC8HAZRQGEAIiL/0NtlMGTyjDVeEJUooDAAEZF/tG4B0hPOAiMKSAxAROQfSguQTtYAknEWGFFAYgAiIv/Q2yKIMrm+VReBpkZ160JEXsMARET+ocdFEAEgIg4wWQAIoIoDoYkCBQMQEfmHHhdBBACzudVMMHaDEQUKBiAi8o8KnQ6CBrgYIlEAYgAiIt9ragSqLkj39TYIGuBiiEQBiAGIiHyv6gIAIY2liYhXuzae42KIRAGHAYiIfE+ZAZYgjanRGy6GSBRwdPhJRES6IwcHPY7/AbgYIlEAYgAiIt/T6yKIMi6GSBRwGICIyPf0ehkMmdIFxgBEFCgYgIjIZ5ocArtPXELB9ycAAA7dBiB5EHQxIIS6dSEirwhSuwJEFJhyDhdh8cdHUWSvxbrgE0i1AL/dZcc1CUWYnKGzxRDl4NZUD9SWAeExqlaHiHqOLUBE5HU5h4vwxMYDKLLXAgD6mEoBAN9V98ITGw8g53CRmtXzXHAYENZbus9uMKKA0KMAtHTpUphMJsybN0/ZJoTAokWLkJycjPDwcIwbNw5Hjhxxel5dXR3mzJmD+Ph4REZGYurUqThz5oxTmdLSUmRnZ8NqtcJqtSI7OxtlZWU9qS4R+UGTQ2Dxx0fRuqMowVQGADgvegMAFn98FE0OnXUlcSA0UUDpdgDKy8vD2rVrcfXVVzttX758OVasWIHVq1cjLy8PNpsNEydOREVFhVJm3rx52Lx5MzZt2oSdO3eisrISU6ZMQVNTk1Jm+vTpyM/PR05ODnJycpCfn4/s7OzuVpeI/GRfwWWl5QcATHCgD+wAgBLRGwJAkb0W+wouq1TDbuJUeKKA0q0AVFlZiQcffBDr1q1DTExLX7gQAqtWrcLzzz+Pe+65BxkZGdiwYQOqq6vx9ttvAwDsdjtef/11/P73v8eECRMwfPhwbNy4EYcOHcLWrVsBAMeOHUNOTg7+9Kc/ISsrC1lZWVi3bh3+/ve/4/jx4144bCLylZKKWqd/x6ASwaYmOIQJF2HttJzmcTFEooDSrQD05JNP4o477sCECROcthcUFKC4uBiTJk1StoWGhmLs2LHYtWsXAGD//v1oaGhwKpOcnIyMjAylzO7du2G1WjFy5EilzKhRo2C1WpUybdXV1aG8vNzph4j8LyEqzOnfic3jfy4jCo2t5l20Lad5vCI8dUGe9fhh/lnsPnFJf928BuPxLLBNmzbhwIEDyMvLa/dYcbH0zSgx0Xmqa2JiIk6dOqWUCQkJcWo5ksvIzy8uLkZCQkK7/SckJChl2lq6dCkWL17s6eEQkZfdkBqLJGsYiu21EAASTVJX13kh/Z83AbBZw3BDaqx6lewO5YKoDEDUXutZj7IkaxgW3jlUf7MeDcKjFqDCwkI89dRT2LhxI8LCOv/2ZjKZnP4thGi3ra22ZToq72o/zz33HOx2u/JTWFjo8vWIyDcsZhMW3jkUQHPYaW4BKhKxkP/3LrxzKCxm158JmsMuMOpE21mPsmJ7rT5nPRqERwFo//79KCkpQWZmJoKCghAUFIQdO3bgD3/4A4KCgpSWn7atNCUlJcpjNpsN9fX1KC0tdVnm/Pn237IuXLjQrnVJFhoaiujoaKcfIlLH5IwkrPnJCNisYbApLUCxsFnDsOYnI/T5jZhXhKcOdDTrUSZv0+WsRwPwKACNHz8ehw4dQn5+vvJz3XXX4cEHH0R+fj6uuOIK2Gw25ObmKs+pr6/Hjh07MHr0aABAZmYmgoODncoUFRXh8OHDSpmsrCzY7Xbs27dPKbN3717Y7XalDBFp2+SMJOz8xa14YHAwAOCmzKux8xe36jP8AK26wNgCRC3aznpsS7ezHg3AozFAUVFRyMjIcNoWGRmJuLg4Zfu8efOwZMkSpKWlIS0tDUuWLEFERASmT58OALBarXjkkUcwf/58xMXFITY2Fs888wyGDRumDKoeMmQIJk+ejJkzZ+K1114DADz66KOYMmUK0tPTe3zQROQfFrMJibgEAOg/YBCgt26v1uR1gGrtQEMNEByubn1IE9ydzVhSUYsmh8C+gssoqahFQpQ0Dk53XcEBxOuXwnj22WdRU1ODWbNmobS0FCNHjsSWLVsQFRWllFm5ciWCgoIwbdo01NTUYPz48XjjjTdgsViUMm+99Rbmzp2rzBabOnUqVq9e7e3qEpGvlTePf4jWacuPLMwKWEKBpjqpGyxmgNo1Ig1wdzbj9xerMWbZ5xwkrSEmIQLzyn7l5eWwWq2w2+0cD0SkpmUDgZpS4IndQOJQtWvTM6uGAWWngUdygZQb1K4NaUCTQ2DMss+VWY9tmQBYI4Jhr25o97jc9qPbcXE+4q/zN68FRkS+01AjhR9A/y1AAGeCUTttZz22ZkLLQGgOktYeBiAi8p2K5u6voPCWi4nqGRdDpA60nvXYms0ahqcnpKGsuqHT53KQtHq8PgaIiEjRevxPF2uB6QIXQ6ROTM5IwsShtnaDnP/+1Tm3nq+7S8MEAAYgIvIduQUouq+69fAWdoGRCxazCVmD4py2uTtIWneXhgkA7AIjIt8pb/72GxUA438ALoZIHpMvDdNZ+6cJ0mww3V0aJgAwABGR78gBKBAGQAMtQa7CvW4Noq4GSQM6vTRMAGAAIiLfkYNCVLK69fCW6ObjKGcAIve5GiTNKfDq4RggIvKdQFkEUWZtHstUfQloqAWCOW6D3NPZIGm2/KiHAYiIfEceBB0oLUBhvYHgCKChGig/C8QNUrtGpCMdDZIm9bALjIh8w+FoNQssQFqATKaWGW3sBiPSNQYgIvKN6ouAoxGAqeVCooFAGQd0Vt16EFGPMAARkW/ILSS9EgBLsLp18SZrP+nWfkbdehBRjzAAEZFvKFPgA2T8j4wzwYgCAgMQEflGoE2BlyljgNgFRqRnDEBE5BuBNgVexgBEFBAYgIjIN5Qp8AEWgOS1gOwMQER6xgBERL4hDxKWBw0HCnkMUM1loKFG3boQUbcxABGRbwRqAArrDQRHSvc5EJpItxiAiMj7hGgZIxNoAchk4lpARAGAAYiIvK/6EtBYC8AUeLPAAI4DIgoADEBE5H32Qum2VyIQFKJuXXyBM8GIdI8BiIi8L1DH/8gYgIh0jwGIiLwv4AMQV4Mm0jsGICLyvkAPQMr1wNgCRKRXDEBE5H2BHoA4C4xI9xiAiMj7jBKAai4D9dXq1oWIuoUBiIi8L9ADUOvFEOVLfhCRrjAAEZF3NdYDleel+9EBGoBMplZrARWqWxci6hYGICLyropzAARgCQUi49Wuje9YU6TbMgYgIj1iACIi72rd/WUyqVsXX+rdX7otO61uPYioWxiAiMi7An38j6x3cwsQu8CIdIkBiIi8yzABaIB0yxYgIl1iACIi7zJMAGIXGJGeMQARkXcZJQDJg6DLzwFNjerWhYg8xgBERN5llADUKxGwhACiiStCE+kQAxAReY8QLV1C1v7q1sXXzOZWU+HZDUakNwxAROQ91ZeAhirpvjxLKpDJ44A4E4xIdxiAiMh7Sk9Jt1FJQFCounXxh95sASLSKwYgIvKesu+lW3mKeKDjTDAi3WIAIiLvkVuAYowSgLgWEJFeMQARkfeUNQcgo7QAcRA0kW4xABGR9xiuBai5C6z8LNcCItIZBiAi8h6jtQBF2QBzMOBoBCqK1K4NEXmAAYiIvMPRBJQ1Twc3SguQ2QJY+0r3ORWeSFcYgIjIOyqKAEcDYA4CovuqXRv/4UwwIl1iACIi75DH/1j7SS0jRiEHIPn4iUgXGICIyDuMNv5HFpMq3ZYWqFsPIvIIAxAReYfRZoDJYpsD0GUGICI9YQAiIu8wegvQ5ZPq1oOIPMIARETeobQADVS1Gn4ntwBVlQB1lerWhYjcxgBERN5R+r10a7QWoPAY6Qdo+R0QkeYxABFRz9VXAxXnpPtxg9Stixpir5Bu2Q1GpBsMQETUc/KJP8za0hpiJJwJRqQ7DEBE1HNyAIodBJhM6tZFDWwBItIdBiAi6rnLJ6RbI3Z/AZwKT6RDDEBE1HOXmgNQrFEDkNwCxABEpBcMQETUc3LXj1FbgOQxQOVngMY6detCRG5hACKinjN6C1CvBCA4EhAOXhSVSCcYgIioZ+qrgMpi6X7cFerWRS0mE8cBEekMAxAR9Yzc/RUea8wp8DJ5BWzOBCPSBY8C0NKlS3H99dcjKioKCQkJuPvuu3H8+HGnMkIILFq0CMnJyQgPD8e4ceNw5MgRpzJ1dXWYM2cO4uPjERkZialTp+LMmTNOZUpLS5GdnQ2r1Qqr1Yrs7GyUlZV17yiJyHeU7i+Dtv7I4q6Ubi99q249iMgtHgWgHTt24Mknn8SePXuQm5uLxsZGTJo0CVVVVUqZ5cuXY8WKFVi9ejXy8vJgs9kwceJEVFRUKGXmzZuHzZs3Y9OmTdi5cycqKysxZcoUNDU1KWWmT5+O/Px85OTkICcnB/n5+cjOzvbCIRORVxl9CrysT7p0e/EbdetBRO4RPVBSUiIAiB07dgghhHA4HMJms4mXXnpJKVNbWyusVqt49dVXhRBClJWVieDgYLFp0yalzNmzZ4XZbBY5OTlCCCGOHj0qAIg9e/YoZXbv3i0AiK+//tqtutntdgFA2O32nhwiEXVl8ywhFkYLse2lrssGssI86ffwu3S1a0Kka/46f/doDJDdbgcAxMbGAgAKCgpQXFyMSZMmKWVCQ0MxduxY7Nq1CwCwf/9+NDQ0OJVJTk5GRkaGUmb37t2wWq0YOXKkUmbUqFGwWq1Kmbbq6upQXl7u9ENEfsAWIIncBVZRBNTy84dI67odgIQQ+PnPf44xY8YgIyMDAFBcLM0ESUxMdCqbmJioPFZcXIyQkBDExMS4LJOQkNDuNRMSEpQybS1dulQZL2S1WpGSktLdQyMiT1xsHvNi9AAU3hvo1fzZx3FARJrX7QA0e/ZsfPXVV3jnnXfaPWZqcy0gIUS7bW21LdNReVf7ee6552C325WfwsJCdw6DiHqi6hJQfVG6H/8DdeuiBfLv4CIDEJHWdSsAzZkzBx999BG2bduGfv36KdttNhsAtGulKSkpUVqFbDYb6uvrUVpa6rLM+fPn273uhQsX2rUuyUJDQxEdHe30Q0Q+drF5Fqi1PxASqW5dtCA+TbrlQGgizfMoAAkhMHv2bLz//vv4/PPPkZqa6vR4amoqbDYbcnNzlW319fXYsWMHRo8eDQDIzMxEcHCwU5mioiIcPnxYKZOVlQW73Y59+/YpZfbu3Qu73a6UISINuNAcgOQZUEantAAxABFpXZAnhZ988km8/fbb+PDDDxEVFaW09FitVoSHh8NkMmHevHlYsmQJ0tLSkJaWhiVLliAiIgLTp09Xyj7yyCOYP38+4uLiEBsbi2eeeQbDhg3DhAkTAABDhgzB5MmTMXPmTLz22msAgEcffRRTpkxBejo/aIk0gwHImdICxC4wIq3zKACtWbMGADBu3Din7evXr8dDDz0EAHj22WdRU1ODWbNmobS0FCNHjsSWLVsQFRWllF+5ciWCgoIwbdo01NTUYPz48XjjjTdgsViUMm+99Rbmzp2rzBabOnUqVq9e3Z1jJCJfkbvAOP5HIv8eLp0AmhoBi0cfsUTkRyYhhFC7Er5QXl4Oq9UKu93O8UBEvrLiKukK6A9vAfqP7Lp8oHM4gKV9gYZqYM4Bzowj6gZ/nb95LTAi6p66Cin8AEAftgABAMzmlvWALhx3XZaIVMUARETdIw/07ZVo7IugtiV3g134Wt16EJFLDEBE1D0XOP6nQwlDpNuSY+rWg4hcYgAiou5RZoANVrceGtLkEDgm+gMAqgq/RJMjIIdYEgUEBiAi6p7zRwAAJ8398WH+Wew+ccnQJ/ycw0UYs+xz/Owf1QCA4NLvMO6lz5BzuEjlmhFRRzhHk4i6pfbMlwgD8MwXTTgg8gEASdYwLLxzKCZnJKlaN3/LOVyEJzYegBT/4lEuwhFtqkFkRQGe2NiENT8ZYbjfCZHWsQWIiDz2z/1HEVZbAgA4LlouPFxsr8UTGw8YqtWjySGw+OOjaGn7Mim/kx+YpGsSLv74qKFbx4i0iAGIiDzS5BD4IOczAMD3jkRUIVx5TD7FG+mEv6/gMorstU7bvnZI44CGmE9DACiy12JfwWUVakdEnWEAIiKP7Cu4jIRq6VIP8oDf1ox2wi+pqG23TW4BSm9uAeqsHBGph2OAiMgjJRW1GGo+DQA45hjgspwRJESFtdt2rLkFaHDz76mzcqQfTQ6BfQWXUVJRi4SoMNyQGguL2aR2tagHGICIyCMJUWGwmpoDUActQK3LGcENqbFIsoah2F6rdAF+09wClGy6DCsqEWGNxw2psepVknok53ARFn981Kmr06gD/gMJu8CIyCM39O+FNPNZAMAx0b4FyATp5GCUE77FbMLCO4cCkI4dACoQgTMiHgAw1HwKC+8cytYCnZJn+LUd52XEAf+BhgGIiDxiufQtgtGIchGOs80neZl8ijfaCX9yRhLW/GQEbNaWVq+vHFcAABZm1rOVQKfaz/BrYcQB/4GGXWBE5JnirwAAjX2ugq0i3Ombsc3A3QKTM5IwcahNGSdy1amxwMF9GOw4oXbVqJs6muHXWusB/1mD4vxXMfIKBiAi8szZ/QCA2LRR2DnxVg4MbcViNrWcCKNuBA7+Fjh3UN1KUbe5O5DfKAP+Aw0DEBF55uwB6TZ5uPMJn5wlXyvdlhYANaVAeIyq1SHPuTuQ3ygD/gMNxwARkfsa64DiQ9L9vpnq1kXrwmOAmFTp/rl8VatC3SPP8OusTdNoA/4DDQMQEbnv/GHA0QCExwIxA9WujfbJrUDsBtOljmb4yYw64D+QMAARkfvk7q++IwATP/S7lDxcui3KV7Ua1H0dzfADpAH/vMitvnEMEBG5TwlA7P5yixyAzrIFSM/azvDjgP/AwABERO5rngGG5BHq1kMvkocDJjNgPw2UnwOik9WuEXWTvwb885Ib/sMARETuqbUDF7+R7vdlAHJLaBRgGwYUfQmc3gNk3KN2jUjDeMkN/+IYICJyz+m9AIQ0s6lXgtq10Y+UUdLt6T3q1oM0jZfc8D8GICJyz+ld0u2A0erWQ2/6ywFot7r1IM3iJTfUwQBERO451XwC75+lbj30Rg5A5w8DdRVocgjsPnEJH+afxe4Tl3hSI48uuUHewzFARNS1hlrgXPMMMLYAeSY6Geg9ACg7hbydn2HuvhiO8SAnvOSGOtgCRERdO7sfaKoHeiUCsVeoXRv9aW4127XtE47xoHZ4yQ11MAARUddONY//6Z/FBRC7wdEcgLLMR9o9xjEexEtuqIMBiIi6dnK7dDtwjKrV0Kv8oGsBAMNN3yESNe0e5xgPY+MlN9TBAERErtVVAoV7pfuDblW3LjpViD743pGIYFMTRpmPdlqOYzyMi5fc8D8OgiYi1079W7oAau8BHP/TTQlRYfiXYxgGms/jJvMh/NPR8aVEOMbD2HjJDf9iACIi105sk24H3cLxP910Q2osPgwbATRuxU3mQ+0eN0H6ps8xHuSvS24Qu8CIqBPyejUVRz+T/n3FLSrXSL8sZhMm/PDHaBRmDDIXIRkXlcc4xoNIHQxARNROzuEijFn2Of77Tx8hquIkmoQJt39o4lTtHpgwIh0VcVcDAMZavlS2c4wHkTrYBUZETuRrEgkAD1ukq7/vcwzBt+VBeGLjAZ6seyDm2juBz/Px7MATGHX9fI7xIFIRW4CISNH2mkSTLP8BAGxxZHK9Gm8YPAUAEFO8C3cNjkLWoDiGHyKVMAARkaL1NYliUI7rTV8DAHId1wHgejU91icdiLtSWlX7u9wOi/BaYUT+wS4wIlK0XodmguUALCaBI44BOCP6dFqOPGAySa1A/14FfP0JkPF/nB7OOVyExR8f5bXCiPyALUBEpGi9Ds2dZunq7zlN17ssRx4acqd0ezwHqK9SNstjr3itMCL/YAAiIoV8TaJElOJG82EAwAeOG5XHeU0iL+ibCcQMBBqqpFYgtB971RrHXhH5BgMQESnkaxLdZfk3LCaBPMcPUCgSAXC9Gq8xmYCr75fuf/kOAOexVx3h2Csi72MAIiInk6+yYXa8NP39g6aWi59yvRovunqadHtyO1Be5PaYKo698h0OPjceDoImImdn9yPafhzCEoq7p83GDfVhXK/G2+IGASkjpYvM5m9EQt+H3XqaPPaqySF4vahWevr74OBzY2IAIjKoTk8a+9YCAEwZ9+D6oYNUrmUAy/wvKQDl/T/ckPUUkqxhKLbXdjgOqPW1wniydubO78NVQGq98Gdr8uBztnoGLpMQIiDb+crLy2G1WmG32xEdHa12dYg0pbOTxosTE3HrP26R1qmZ+bk0YJd8o7EOWDEUqL4I3PsGcsQoPLHxAAA4nYzldow1PxkBAB2erFuXCbSTdXfCS9vfWWcBaeJQG8Ys+7zT8Vdy8Nz5i1s11cIW6C2A/jp/MwARGYyrk8Zcy3t4Ovg9IHkE8Og2NapnLP/8DfCv3wEpo4CHc5BzpNgrJ2sAAXGCdNW6487vwxoRDHt1Q6cBad6ENKzc+m2X9Xhn5ijNXKHdCC2A/jp/swuMyEBcTbeORDUeDvoHAMAx6knOkPCH638G7PoDULgH+P5fmJxxMyYOtXUYXnafuOTWTLHVn3+HTXmndXOC7Kw1o6uuqXkT0rr8fZRVN3T6mAnA+n9/71YdtTL4nN113sUARGQgrqZbz7BsgdVUje8cybgQfjOy/Fw3Q4pOAkbMAPLWAdtfAgbeBIvZ1GFrg7sn4ZVbv2m3zVcnSF8NPv71HUPwm0+OdboukifhpTMCQFlNxwGpLS0s/NnVWlEmSF19E4fadNnapwYGIKIA1NmJqbOTaG9UYGaQtCjfHxp/hPFV7p0YyAvGPA0c2ACc+jdwchsw6NYOi/XkJNzRCdIfM6e6O/h41tsHuzwed8NLV3qHB8Ne076bDHAefK42T9aK0kp3ndYxABEFGFcnps5Ooj8P+ht6m6rwtSMFf3dk4QENfOM1DGtf4LqHgb2vAv9YADzxb8AS3K6YvEp3ZzPFutL6BGmvqff5zCnA9eDjrla+doer8OKu/7oxFau2fgMTOh58rpWFP7lWlPcxABEFkK5OTH+cPrzdSXSI6RQetGwFACxu/CkSrRGa+MZrKOMWAIf+Clw8Li1DkPVkuyLyKt1PbDzQ4cna3RCQe7QY6//9vc/CiwnAgvcPdTj42N3xO+5yFV4EgN6dDIKWy9isYZh965VIt/Vqd7w2jY2bcrcFUAvddXrBWWBEAaLJIdyaJfTrO4biybel6dbBaMAHIf+DoeZT+LTpBjzZMI8DKdWyfwPw8VwgOAJ47F9A/JUdFuushe/+61PcmtEUGxmCy1X1HT7mzZlTnTEBsIYH96gLq/WMt9yjnc+cA9Dl0gLutHhpgfz/u6u1orQ2Zb87OA2+hxiAKJB19GG9r+AyHli3p8vnvjNzlNIFMqNqPR4P+hiXRBR+GroKc6beyPCjFocDePMuoOALIHk48Ehuh11hQMfvP4AuT5AxkcG43IPxXd4IL915zZ6El0CaNi638AKufydaD3NdYQDqIQYgClSdfaD/MMOG192YGfO/91+Lu67ti6bDm2H520MAgONj1+DKsQ/o6kMyINnPAmuygFq7tFL0lJXSxVPd1NUJ8uEbB7r1N+IP7gw+/vUdQ/GbT3oeXvQeCFrrKtAFQuBjAOohBiDSqq4+jLu78q27/5HfmTkKWSEngA1TgcYaYNQsYPJSrxwbecHxfwDvPABAABN/A9w416OnuzoBWsND3Gol7Io3Bh8/PeEHWNU8ZT+QWzN8wdO1k/TW5ceFEIl0qKsPlZ58e3Nn5ozZBAjRcRhSpvQGfQu8+WMp/Fw5EZj0f71y7OQl6bcDk34DbPkVkPtrwGzpcFB0ZyZnJHW6mGKTQ/RoJpnMn4OPO1sXycg6+p14sk6Qq3FTeghI3sIWIPIpd/4T9aRFREv7cCfcuPp29ujNqVj7RYFXBp92Nm7ig5vP4poDvwYaa4GBNwHT3wVCIt3aJ/mREMDnvwH+9Xvp3yMfl4JqJ2OCPOGqm8zd8GKkwcd6sfvEJbda9+SWt+5eP611N5qvPnerKivYBdYTeg5A/jiZ++N13OmL9kZ/thb20VW4+eP04fjNJ8dcTv01mwBHJ/8bPRl8+vCNA/GPw8VOr5UW3YT/1/djpBT8pXnDJODeNxh+tEwI6Tphnze30KWMBKa+DPRJ7/GuXf09A94JL4EwFkVPPsw/i6c25XdZrreLzxF3ZgHK778vP3efuSUFP85KZwDqru4EIL20IvT0ZO6P1wG6vmp1V2W6ahHRyj66CjfemH3jiXdmjlJmhV0ss+Oq8x8i9egamCrPSwVumg/c8rzUtULa9/UnwPuPAfUVgDkYuOFRYPQc6TIaPeCP8MLWHf9xtwWoJ9oupeGrz11HXTVOr5rGANRdngYgPbQieONk7o/QIDejd3YhQhOAxOhQACYUl3e/RUQr+/BnuHFn5szOZ8fBUnIY+OovwFfvAlUXpAJxVwJ3/i8wcIxf6kpeVHYa+OQZ4NvPpH9bQoChdwNXTwNSxwJBIV5/SYYXfXFnnSBvLWHgai0poOefu466ahQyAAGvvPIKfvvb36KoqAhXXXUVVq1ahZtuuqnL53kSgPwRPHraigD0/I/Kn6GBfKPtzBkzHEhEKX5gPoN0UyH+64oyJF3aB1RfbHlSdF/pelMjfgoEhapTceo5IYDv/il1i53e3bI9KBzoPxLoPxpIGAL0GQzEDPRJKCJt62oZhJ4uYukvDEAA3n33XWRnZ+OVV17BjTfeiNdeew1/+tOfcPToUfTv39/lc5UA9MVaRPeKaPNoyyE7hMCST4/B7iIVWyDg6OQxM4DoMGkynb22UdluahN15JaRttvlxyJCLKiub+rwNTp6jqvtrnRnX5195/PHvlxN7lazXq6+B3f2nIgQM2rqmzoNwabmP5LWj4eYGhGOOkSgFrEhTbg9PRoXL1/G5ZKziHGUIg52WEwdvF5wJDDoFuDaB4G0iV4ZPEsacmY/8NUm4MgHQFVJx2XCY4BeNqBXHyA0WhrvJf8EhQPmIMBsbr5t9WMyN/+0/Stv82+vP07e8NWZMnyYf86pBb53RDDuujYZGX2tePGTY522zmtFXV0d/rjif40dgEaOHIkRI0ZgzZo1yrYhQ4bg7rvvxtKlrtctUQLQgihEh/I/GgUuYbIAcVfClDAESLwKGHAj0O96tgAYgRDAha+Bgn8B5w5I9y8cBxqq1a4ZUbeV1wlYX6ow7jpA9fX12L9/PxYsWOC0fdKkSdi1a1e78nV1dairq1P+XV5eLt254lYgoqNvv1IoKi6vxZFz5crWztshXH/n7/g5nu+rs8e6ty9Pn+O9fXVVr/BgaQBuTUNTq+3Oz5H/5ehgXyYAYcFmCJhQ29C+VaXz98R5e3iwGYAJNQ1N6PSrgMnU4WPyviJCLLg2pTd2nbjU6jHnWoy+Mh4pMeEoLKvFgVOlTq19ESEWjBgQg5SYCBSWVmP/qTJU10utiY0Igjk0EqN+0BdX9kuUrhMVEglExAG9EoEoG0yRfTig2ahMJqnbK2FIyzYhgJpSoKIYqCwGqi4C9ZVAfRVQVyndb6wFHE2AoxEQDunW0dhqW9s/+Db/9vrj5E8XKuvwbUkl6lp9/oYGW5CW0AsAcPisvdPnXpUcje8uVDk9t622y3C0FRokfe7WNXa8j6qmRgC7O3zMmzQbgC5evIimpiYkJiY6bU9MTERxcXG78kuXLsXixYvb7+i+PwMuEmTBiUt4xMcj590VGxmC0qr6Tv9wulrkTh6bc76880FwXZXx1uvIUymBTqbS3ieNm3raRX+1PG7K1T5MAOb3cB8A8N892cf9I5CSkQSri0HuKc0D5VMAJLsYXNrV40RdMpmAiFjpJ3Go2rUhDeoDINbF50ydi8+yhIwkHOhirJG7n7ud7cPRUA1/BCDNdoGdO3cOffv2xa5du5CVlaVsf/HFF/Hmm2/i66+/dirfUQtQSkpKl01oXY2cB3oeCNzZR9urdHfrj+onrv+o3C3jzddRezq+P/cBcOYMEQUGNZdsMfw6QPX19YiIiMBf//pX/OhHP1K2P/XUU8jPz8eOHTtcPr87s8AA3wUCd/bh68Wl/B0aAG0syOjPfRARGQVXgvahkSNHIjMzE6+88oqybejQobjrrrvcHwSto3WAZIGyEjQREZGneDV4tEyDf/XVV5GVlYW1a9di3bp1OHLkCAYMGODyuXpdCZqIiMjIeDV4APfddx8uXbqEF154AUVFRcjIyMCnn37aZfjprq6uOuzOVYm9sQ8iIiLyLU23APWEni+GSkREZFT+On+bfbZnIiIiIo1iACIiIiLDYQAiIiIiw2EAIiIiIsNhACIiIiLDYQAiIiIiw2EAIiIiIsNhACIiIiLDYQAiIiIiw9H0pTB6Ql7gury8XOWaEBERkbvk87avL1QRsAHo0qVLAICUlBSVa0JERESeunTpEqxWq8/2H7ABKDY2FgBw+vRpn/4Ctaa8vBwpKSkoLCw01DXQeNw8biPgcfO4jcBut6N///7KedxXAjYAmc3S8Car1WqoPxxZdHQ0j9tAeNzGwuM2FqMet3we99n+fbp3IiIiIg1iACIiIiLDCdgAFBoaioULFyI0NFTtqvgVj5vHbQQ8bh63EfC4fXvcJuHreWZEREREGhOwLUBEREREnWEAIiIiIsNhACIiIiLDYQAiIiIiw9FtAHrxxRcxevRoREREoHfv3h2WOX36NO68805ERkYiPj4ec+fORX19vcv91tXVYc6cOYiPj0dkZCSmTp2KM2fO+OAIvGP79u0wmUwd/uTl5XX6vIceeqhd+VGjRvmx5j03cODAdsewYMECl88RQmDRokVITk5GeHg4xo0bhyNHjvipxj33/fff45FHHkFqairCw8MxaNAgLFy4sMu/az2+36+88gpSU1MRFhaGzMxM/Otf/3JZfseOHcjMzERYWBiuuOIKvPrqq36qqXcsXboU119/PaKiopCQkIC7774bx48fd/mczv7/f/31136qdc8tWrSoXf1tNpvL5+j9vQY6/vwymUx48sknOyyv1/f6iy++wJ133onk5GSYTCZ88MEHTo939zP5vffew9ChQxEaGoqhQ4di8+bNHtdNtwGovr4e9957L5544okOH29qasIdd9yBqqoq7Ny5E5s2bcJ7772H+fPnu9zvvHnzsHnzZmzatAk7d+5EZWUlpkyZgqamJl8cRo+NHj0aRUVFTj8/+9nPMHDgQFx33XUunzt58mSn53366ad+qrX3vPDCC07H8Ktf/cpl+eXLl2PFihVYvXo18vLyYLPZMHHiRFRUVPipxj3z9ddfw+Fw4LXXXsORI0ewcuVKvPrqq/jlL3/Z5XP19H6/++67mDdvHp5//nkcPHgQN910E26//XacPn26w/IFBQX44Q9/iJtuugkHDx7EL3/5S8ydOxfvvfeen2vefTt27MCTTz6JPXv2IDc3F42NjZg0aRKqqqq6fO7x48ed3tu0tDQ/1Nh7rrrqKqf6Hzp0qNOygfBeA0BeXp7TMefm5gIA7r33XpfP09t7XVVVhWuuuQarV6/u8PHufCbv3r0b9913H7Kzs/Hll18iOzsb06ZNw969ez2rnNC59evXC6vV2m77p59+Ksxmszh79qyy7Z133hGhoaHCbrd3uK+ysjIRHBwsNm3apGw7e/asMJvNIicnx+t194X6+nqRkJAgXnjhBZflZsyYIe666y7/VMpHBgwYIFauXOl2eYfDIWw2m3jppZeUbbW1tcJqtYpXX33VBzX0j+XLl4vU1FSXZfT2ft9www3i8ccfd9o2ePBgsWDBgg7LP/vss2Lw4MFO2x577DExatQon9XR10pKSgQAsWPHjk7LbNu2TQAQpaWl/quYly1cuFBcc801bpcPxPdaCCGeeuopMWjQIOFwODp8PBDeawBi8+bNyr+7+5k8bdo0MXnyZKdtt912m7j//vs9qo9uW4C6snv3bmRkZCA5OVnZdtttt6Gurg779+/v8Dn79+9HQ0MDJk2apGxLTk5GRkYGdu3a5fM6e8NHH32Eixcv4qGHHuqy7Pbt25GQkIAf/OAHmDlzJkpKSnxfQS9btmwZ4uLicO211+LFF1902RVUUFCA4uJip/c3NDQUY8eO1c372xG73e7WRQP18n7X19dj//79Tu8TAEyaNKnT92n37t3tyt922234z3/+g4aGBp/V1ZfsdjsAuPXeDh8+HElJSRg/fjy2bdvm66p53bfffovk5GSkpqbi/vvvx8mTJzstG4jvdX19PTZu3IiHH34YJpPJZVm9v9etdfczubO/AU8/xwM2ABUXFyMxMdFpW0xMDEJCQlBcXNzpc0JCQhATE+O0PTExsdPnaM3rr7+O2267DSkpKS7L3X777Xjrrbfw+eef4/e//z3y8vJw6623oq6uzk817bmnnnoKmzZtwrZt2zB79mysWrUKs2bN6rS8/B62/bvQ0/vb1okTJ/Dyyy/j8ccfd1lOT+/3xYsX0dTU5NH71NH/98TERDQ2NuLixYs+q6uvCCHw85//HGPGjEFGRkan5ZKSkrB27Vq89957eP/995Geno7x48fjiy++8GNte2bkyJH485//jM8++wzr1q1DcXExRo8ejUuXLnVYPtDeawD44IMPUFZW5vKLayC812119zO5s78BTz/HNXU1+EWLFmHx4sUuy+Tl5XU5tkXWUZIWQnSZsL3xnJ7qzu/izJkz+Oyzz/CXv/yly/3fd999yv2MjAxcd911GDBgAD755BPcc8893a94D3ly3E8//bSy7eqrr0ZMTAx+/OMfK61CnWn7Xqrx/rbVnff73LlzmDx5Mu6991787Gc/c/lcrb7frnj6PnVUvqPtejB79mx89dVX2Llzp8ty6enpSE9PV/6dlZWFwsJC/O53v8PNN9/s62p6xe23367cHzZsGLKysjBo0CBs2LABP//5zzt8TiC914D0xfX222936rFoKxDe68505zPZG5/jmgpAs2fPxv333++yzMCBA93al81mazcgqrS0FA0NDe2SY+vn1NfXo7S01KkVqKSkBKNHj3brdb2lO7+L9evXIy4uDlOnTvX49ZKSkjBgwAB8++23Hj/Xm3ryNyDPavruu+86DEDyzJLi4mIkJSUp20tKSjr9m/AXT4/73LlzuOWWW5CVlYW1a9d6/Hpaeb87Eh8fD4vF0u7bnKv3yWazdVg+KCjIZRjWojlz5uCjjz7CF198gX79+nn8/FGjRmHjxo0+qJl/REZGYtiwYZ3+bQbSew0Ap06dwtatW/H+++97/Fy9v9fd/Uzu7G/A089xTQWg+Ph4xMfHe2VfWVlZePHFF1FUVKT8Yrds2YLQ0FBkZmZ2+JzMzEwEBwcjNzcX06ZNAwAUFRXh8OHDWL58uVfq5S5PfxdCCKxfvx4//elPERwc7PHrXbp0CYWFhU5/hGroyd/AwYMHAaDTY0hNTYXNZkNubi6GDx8OQOp737FjB5YtW9a9CnuJJ8d99uxZ3HLLLcjMzMT69ethNnvek62V97sjISEhyMzMRG5uLn70ox8p23Nzc3HXXXd1+JysrCx8/PHHTtu2bNmC6667rlv/H9QghMCcOXOwefNmbN++Hampqd3az8GDBzX5vrqrrq4Ox44dw0033dTh44HwXre2fv16JCQk4I477vD4uXp/r7v7mZyVlYXc3FynXoAtW7Z43lDh0ZBpDTl16pQ4ePCgWLx4sejVq5c4ePCgOHjwoKioqBBCCNHY2CgyMjLE+PHjxYEDB8TWrVtFv379xOzZs5V9nDlzRqSnp4u9e/cq2x5//HHRr18/sXXrVnHgwAFx6623imuuuUY0Njb6/Rg9sXXrVgFAHD16tMPH09PTxfvvvy+EEKKiokLMnz9f7Nq1SxQUFIht27aJrKws0bdvX1FeXu7Panfbrl27xIoVK8TBgwfFyZMnxbvvviuSk5PF1KlTncq1Pm4hhHjppZeE1WoV77//vjh06JB44IEHRFJSkm6O++zZs+LKK68Ut956qzhz5owoKipSflrT+/u9adMmERwcLF5//XVx9OhRMW/ePBEZGSm+//57IYQQCxYsENnZ2Ur5kydPioiICPH000+Lo0ePitdff10EBweLv/3tb2odgseeeOIJYbVaxfbt253e1+rqaqVM2+NeuXKl2Lx5s/jmm2/E4cOHxYIFCwQA8d5776lxCN0yf/58sX37dnHy5EmxZ88eMWXKFBEVFRXQ77WsqalJ9O/fX/ziF79o91igvNcVFRXK+RmA8rl96tQpIYR7n8nZ2dlOM0D//e9/C4vFIl566SVx7Ngx8dJLL4mgoCCxZ88ej+qm2wA0Y8YMAaDdz7Zt25Qyp06dEnfccYcIDw8XsbGxYvbs2aK2tlZ5vKCgoN1zampqxOzZs0VsbKwIDw8XU6ZMEadPn/bjkXXPAw88IEaPHt3p4wDE+vXrhRBCVFdXi0mTJok+ffqI4OBg0b9/fzFjxgxdHKds//79YuTIkcJqtYqwsDCRnp4uFi5cKKqqqpzKtT5uIaRplwsXLhQ2m02EhoaKm2++WRw6dMjPte++9evXd/h33/a7TCC833/84x/FgAEDREhIiBgxYoTTdPAZM2aIsWPHOpXfvn27GD58uAgJCREDBw4Ua9as8XONe6az97X132/b4162bJkYNGiQCAsLEzExMWLMmDHik08+8X/le+C+++4TSUlJIjg4WCQnJ4t77rlHHDlyRHk8EN9r2WeffSYAiOPHj7d7LFDea3n6ftufGTNmCCHc+0weO3asUl7217/+VaSnp4vg4GAxePDgbgVBkxDNo8eIiIiIDCJgp8ETERERdYYBiIiIiAyHAYiIiIgMhwGIiIiIDIcBiIiIiAyHAYiIiIgMhwGIiIiIDIcBiIiIiAyHAYiIiIgMhwGIiIiIDIcBiIiIiAyHAYiIiIgM5/8Di6T6YTHUuPAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IyE+4ewi8IsoIhEQBwionQUTk85waBfb4449j3rx5GDFiBKqrq/Gb3/wG9fX1uPfee2EwGJCfn49Vq1YhPT0d6enpWLVqFSIiIrBw4UIAgCRJuP/++7Fs2TLEx8cjLi4Ojz/+uNqkBgDjxo1DTk4OFi1ahA0bNgAAHnjgAeTm5nIEGJG/qelIgNxdA2QwAPGXAFX/lPsdJY517+sRkeacSoAqKipw11134dy5cxg6dCgmT56M3bt3Y+RIeTXlJ554Ak1NTXj44YdRW1uLSZMmYdu2bYiKilKP8cILLyAoKAgLFixAU1MTZsyYgddeew2BgYFqmTfffBOPPvqoOlps/vz5WLdunSvOl4i8hRDAuY4mMHf3AQKAOCUBOu7+1yIizRmEEELrINyhvr4ekiTBbDazPxCRN6qvAp4fKy+C+owJCAp17+v94z+BL/8byPoZMO9F974WEdnlqc9vrgVGRPqkNH/FjHR/8gMA8aPlLWuAiPwCEyAi0qdzHur/o4i7RN4yASLyC0yAiEiflETE3SPAFHEdNUDmCg6FJ/IDTICISJ+UBEipmXG3yAQgNBqA4FB4Ij/ABIiI9Ol8ubyNS/PM6xkMna+lLMFBRD6LCRAR6Y/oUgsT66EECOhsBqthAkTk65gAEZH+NJiA9ibAEAjEjPDc63IkGJHfYAJERPqjJCDScCAw2HOvq9QAsQmMyOcxASIi/an1cP8fhdLhuoY1QES+jgkQEemP2gHaQyPAFEoTWH0F0Nbk2dcmIo9iAkRE+qPUAHmyAzQARMQDoVJHDD969rWJyKOYABGR/nh6CLyi61B4jgQj8mlMgIhIf5RO0J6uAQI6E6C6E55/bSLyGCZARKQvTbVAc51839M1QAAQO0re1jIBIvJlTICISF+U5q8hSUBIpOdfP2akvGUfICKfxgSIiPRFqw7QCrUG6EdtXp+IPIIJEBHpi1YdoBWxHTVAdSfkJTmIyCcxASIifTmvcQ2QlAoYAoD2ZqDxjDYxEJHbMQEiIn2p1WgSREVgMBA9vCMWdoQm8lVMgIhIX7RuAgM6m8HYD4jIZzEBIiL9aGsGGk7L95XOyFro2g+IiHwSEyAi0o/6SnkbHCEvS6EVjgQj8nlMgIhIP+pOylspVV6WQisxo+Qt+wAR+SwmQESkH0oCFJOqbRysASLyeUyAiEg/zKfkraR1AtTRB6i+Emhv1TYWInILJkBEpB91HQlQzAht44gcKvdDguhMyojIpzABIiL9MOskATIYuCYYkY9jAkRE+lGnkyYwgP2AiHwcEyAi0gdLe+cweK07QQOcDJHIxzEBIiJ9aKgChAUICAaGGLWOprMGiJMhEvkkJkBEpA/qHEDDgAAdXJrYB4jIp+ngKkNEBP0MgVeofYBYA0Tki5gAEZE+qEPgR2obh0LpA9RcBzTVaRkJEbkBEyAi0gezTmaBVoREdq5HxrmAiHwOEyAi0gc9DYFXKLHUMQEi8jVMgIhIH9RJEHWUACmxsAaIyOcwASIi7QkBmCvk+3qqAVL6Iykj1IjIZzABIiLtNVYD7c0ADED0MK2j6aQ2gTEBIvI1TICISHtKE1NUMhAUom0sXbEJjMhnMQEiIu3V6WwEmEJZlJU1QEQ+hwkQEWlPL6vAd6c0gV2sAVovaBsLEbkUEyAi0p4eh8ADQHgMEBot31c6aRORT2ACRETa0+MQeAXnAiLySUyAiEh7ag2QzprAgC79gLgmGJEvYQJERNoSQt81QBwJRuSTmAARkbaa64CWevm+NFzTUHrFJjAin8QEiIi0pSQWEfHyAqR6E8PJEIl80aASoNWrV8NgMCA/P1/dJ4TAihUrkJKSgvDwcEybNg2HDx+2eV5LSwuWLl2KhIQEREZGYv78+aiosB1hUVtbi7y8PEiSBEmSkJeXh7q6usGES0R6ZNbpCDCF0geITWBEPmXACdC+ffuwceNGTJgwwWb/2rVr8fzzz2PdunXYt28fjEYjZs2ahYaGBrVMfn4+tmzZgoKCAuzcuRONjY3Izc2FxWJRyyxcuBAlJSUoLCxEYWEhSkpKkJeXN9BwiUiv6nQ6B5BC6ZjdYALaW7SNhYhcZkAJUGNjI+6++2688soriI2NVfcLIfDiiy/imWeewW233YbMzEy8/vrruHjxIt566y0AgNlsxquvvorf/e53mDlzJiZOnIjNmzfj0KFD2L59OwDgyJEjKCwsxB//+EdkZ2cjOzsbr7zyCv7+97/j2LFjLjhtItINvU6CqIhMAILCAQjOBUTkQwaUAD3yyCO4+eabMXPmTJv95eXlMJlMmD17trovNDQUU6dOxa5duwAA+/fvR1tbm02ZlJQUZGZmqmWKi4shSRImTZqklpk8eTIkSVLLEJGPUPrW6LUJzGDgSDAiHxTk7BMKCgpw4MAB7Nu3r8djJpMJAJCUlGSzPykpCSdOnFDLhISE2NQcKWWU55tMJiQmJvY4fmJiolqmu5aWFrS0dFZP19fXO3FWRKQZPQ+BV0ipwLlvORKMyIc4VQN06tQp/PKXv8TmzZsRFhZmt5zBYLD5WQjRY1933cv0Vr6v46xevVrtMC1JElJTdXwxJaJOeq8BAlgDROSDnEqA9u/fj+rqamRlZSEoKAhBQUHYsWMH/vd//xdBQUFqzU/3Wprq6mr1MaPRiNbWVtTW1vZZ5syZMz1e/+zZsz1qlxRPP/00zGazejt1ihcqIt1rvSAvNArovwYI4FB4Ih/iVAI0Y8YMHDp0CCUlJert6quvxt13342SkhJccsklMBqNKCoqUp/T2tqKHTt2YMqUKQCArKwsBAcH25SpqqpCaWmpWiY7Oxtmsxl79+5Vy+zZswdms1kt011oaCiio6NtbkSkc0qn4pAoICxG01D6FDNS3rIJjMhnONUHKCoqCpmZmTb7IiMjER8fr+7Pz8/HqlWrkJ6ejvT0dKxatQoRERFYuHAhAECSJNx///1YtmwZ4uPjERcXh8cffxzjx49XO1WPGzcOOTk5WLRoETZs2AAAeOCBB5Cbm4sxY8YM+qSJSCe6DoHvp5lcU2oTGGuAiHyF052g+/PEE0+gqakJDz/8MGprazFp0iRs27YNUVFRapkXXngBQUFBWLBgAZqamjBjxgy89tprCAwMVMu8+eabePTRR9XRYvPnz8e6detcHS4RaUlJKPTc/AV0NoGZKwFLOxDo8ksnEXmYQQghtA7CHerr6yFJEsxmM5vDiPRq+0pg5/PANYuAm/9b62jss1qA3yQC1nYgv1T/CRuRF/PU5zfXAiMi7XjDEHgACAjsXKiVI8GIfAITICLSTp3O1wHriqvCE/kUJkBEpB1lWLlel8HoSomRQ+GJfAITICLSRnsr0FAl3/eGGiB1VXgmQES+gAkQEWmjvhKAAAJDgcihWkfTP06GSORTmAARkTa6doAO8IJLUQz7ABH5Ei+46hCRT/KmDtBAl7mAKgDfnD2EyK8wASIibXjLEHhF9DAABsDSAlw4q3U0RDRITICISBtqDZAXjAADgKAQICpZvs9mMCKvxwSIiLRRd0LeeksNEMA1wYh8CBMgItKG2cv6AAGcDJHIhzABIiLPs1rlhUUBL60BYgJE5O2YABGR5zWaAGsbYAgEolK0jsZxynpgrAEi8npMgIjI85QEInoYEBikbSzOUDpsswaIyOsxASIiz/O2IfAKToZI5DOYABGR5ynLSXhTB2igM94WM9Bs1jYWIhoUL6p7JiKfoa4C72UJUOgQIDwWaKqVa4GMktYRkY5YrAJ7y8+juqEZiVFhuDYtDoEBBq3DIjuYABGR53njEHiFlConQOZTgDFT62hIJwpLq7ByaxmqzM3qvmQpDMvnZSAnM1nDyMgeNoERkefVeWkfIACI6egIzX5A1KGwtAqLNx+wSX4AwGRuxuLNB1BYWqVRZNQXJkBE5FlCdKkB8pJlMLqSOBs0dbJYBVZuLUNvy+Mq+1ZuLYPFygV09YYJEBF51sXzQNtF+b4yr4434Ugw6mJv+fkeNT9dCQBV5mbsLT/vuaDIIUyAiMizlJqTIUlAcJi2sQyEWgNUoW0cpAvVDfaTn4GUI89hAkREnlXnxR2gAS6HQTYSoxxL4h0tR57DBIiIPMtbJ0FUKP2WGs8AbfxW7++uTYtDshQGe4PdDZBHg12bFufJsMgBTICIyLO8dRJERUQcEBwh36+v1DYW0lxggAHL52UAQI8kSPl5+bwMzgekQ0yAiMiz1CHwXjgCDAAMhs7krY4jwQjIyUzG+nuuglGybeYySmFYf89VnAdIpzgRIhF5ltnLa4AAufnu3DH2AyJVTmYyZmUYORO0F2ECRESe5c2TICokDoWnngIDDMgeHa91GOQgNoERkee0NADNdfJ9b68BAlgDROTFmAARkecoNSZhMUBYtKahDIrE5TCIvB0TICLyHG8fAq9QZrDmchhEXosJEBF5jjoE3ktHgCmUBK7+NGC1aBsLEQ0IEyAi8hwlAfL2GqCoZCAgCLC2Aw1c6ZvIGzEBIiLPMXv5MhiKgEAgOkW+z35ARF6JCRAReY4vDIFXKM14HAlG5JU4DxAReY7Zy2eB7iomFTgBzgZNLmWxCk6m6CFMgIjIbbpezJMiDJjceEZ+wNs7QQOdzXisASIXKSytwsqtZagydy6ymyyFYfm8DC6n4QZMgIjILbpfzEcZqvB5KNAeGI6gCB9YGVudDLFC2zjIJxSWVmHx5gMQ3fabzM1YvPkA1xRzA/YBIiKXUy7mXb/JDjecAwCUt8Wh8LBJq9Bch8thkItYrAIrt5b1SH4AqPtWbi2DxdpbCRooJkBE5FL2LubDOhKgSpHgGxfzmC6doIWXnwtpam/5eZsvC90JAFXmZuwtP++5oPwAEyAicil7F/NhhrMA5ATIJy7m0cPkbdtF4KKXnwtpqrrBfvIzkHLkGCZARORS9i7SXWuA+irnNYLDgCFJ8n0uiUGDkBgV5tJy5BgmQETkUvYu0kofoIqOBMgnLubsB0QucG1aHJKlMNgb7G6APBrs2jQfGDygI0yAiMil7F3MO2uAhvrOxTyGQ+Fp8AIDDFg+LwMAevzfKD8vn5fB+YBcjAkQEblUbxfzQFhghNxPplIk+M7FnDVA5CI5mclYf89VMEq2NaNGKYxD4N2E8wARkcspF3NlHqAk1CLIYEUbgrDi7um+czGP4XIY5Do5mcmYlWHkTNAewgSIiNyi68XcUr4T2AkExQ5HzvhhWofmOmoNEDtBk2sEBhiQPTpe6zD8AhMgInIb9WLe2AQAMPjCGmBdsQ8Qkddyqg/Q+vXrMWHCBERHRyM6OhrZ2dn4+OOP1ceFEFixYgVSUlIQHh6OadOm4fDhwzbHaGlpwdKlS5GQkIDIyEjMnz8fFRW2U8nX1tYiLy8PkiRBkiTk5eWhrq5u4GdJRNpSakh8LQGShsvbplqgpVHbWIjIKU4lQMOHD8eaNWvw9ddf4+uvv8b06dNxyy23qEnO2rVr8fzzz2PdunXYt28fjEYjZs2ahYaGBvUY+fn52LJlCwoKCrBz5040NjYiNzcXFotFLbNw4UKUlJSgsLAQhYWFKCkpQV5enotOmYg8ru6EvPWFRVC7CpOAUEm+z1ogIu8iBik2Nlb88Y9/FFarVRiNRrFmzRr1sebmZiFJknj55ZeFEELU1dWJ4OBgUVBQoJaprKwUAQEBorCwUAghRFlZmQAgdu/erZYpLi4WAMTRo0cdjstsNgsAwmw2D/YUiWiwXpsnxPJoIQ6+pXUkrvfSFPncjn2idSREPsFTn98DHgZvsVhQUFCACxcuIDs7G+Xl5TCZTJg9e7ZaJjQ0FFOnTsWuXbsAAPv370dbW5tNmZSUFGRmZqpliouLIUkSJk2apJaZPHkyJElSy/SmpaUF9fX1Njci0glfbQIDOjtCczZoIq/idAJ06NAhDBkyBKGhoXjooYewZcsWZGRkwGSSV3dOSkqyKZ+UlKQ+ZjKZEBISgtjY2D7LJCYm9njdxMREtUxvVq9erfYZkiQJqampzp4aEbmD1QqYO/r5xfjg/6XaEbqi73JEpCtOJ0BjxoxBSUkJdu/ejcWLF+Pee+9FWVmZ+rjBYDtfgRCix77uupfprXx/x3n66adhNpvV26lTbI8n0oVGE2BtAwyBQFSK1tG4HidDJPJKTidAISEhuPTSS3H11Vdj9erVuOKKK/A///M/MBqNANCjlqa6ulqtFTIajWhtbUVtbW2fZc6cOdPjdc+ePdujdqmr0NBQdXSaciMiHVCav6KHAYE+OPMGh8ITeaVBL4UhhEBLSwvS0tJgNBpRVFSkPtba2oodO3ZgypQpAICsrCwEBwfblKmqqkJpaalaJjs7G2azGXv37lXL7NmzB2azWS1DRF5EqRnxxf4/QOfINtYAEXkVp76O/frXv8bcuXORmpqKhoYGFBQU4PPPP0dhYSEMBgPy8/OxatUqpKenIz09HatWrUJERAQWLlwIAJAkCffffz+WLVuG+Ph4xMXF4fHHH8f48eMxc+ZMAMC4ceOQk5ODRYsWYcOGDQCABx54ALm5uRgzZoyLT5+I3E4ZAu+rCZBSA9RQBbS3AkEh2sZDRA5xKgE6c+YM8vLyUFVVBUmSMGHCBBQWFmLWrFkAgCeeeAJNTU14+OGHUVtbi0mTJmHbtm2IiopSj/HCCy8gKCgICxYsQFNTE2bMmIHXXnsNgYGBapk333wTjz76qDpabP78+Vi3bp0rzpeIPE1pGvLFDtAAEDkUCAoD2puB+kogLk3riIjIAQYhhNA6CHeor6+HJEkwm83sD0SkpT/9C/DDp8AtfwAm3qN1NO7x+yyg5nvg3q1A2o1aR0Pk1Tz1+T3oPkBERH3y5TmAFBwJRuR1mAARkfsI0Tk/juSjTWAAR4IReSEmQETkPo3Vct8YQ4A8DN5XcSQYkddhAkRE7qM0f0Wl+PboqBguh0HkbZgAEZH7KAmBr44AU7APEJHXYQJERO7jDx2ggc4Er75SXvuMiHSPCRARuY9SI+LLHaABuYnPEABYWoHGnkv5EJH+MAEiIvfxlxqgwKDOhV45EozIKzABIiL38ZcECOhsBqtjR2gib8AEiIjcQ4guy2D4QQKkNPMp8x4Rka4xASIi97hYA7RdlO9Lw7WNxRM4GSKRV2ECRETuoc4BlAwEhWobiydwKDyRV2ECRETuoSRAvj4CTMEaICKvwgSIiNzDnzpAA7bLYQihbSxE1C8mQETkHmoHaD+pAVL6ObU2AM11moZCRP1jAkRE7uFvNUAhEUBEgnyf/YCIdI8JEBG5R50fDYFXxI6Ut3UntI2DiPrFBIiIXE+IziRA8qcEaJS8rf1RyyiIyAFMgIjI9S7WAK2NAAx+VgM0St4yASLSPSZAROR6SgIQnQIEh2kaikfFdDSBMQEi0j0mQETkekoCoCQE/kKtAWIfICK9YwJERK5XWy5vlYTAXyjnW3cCsFo1DYWI+sYEiIhcT6kB8bcEKHoYEBAEWFqBhiqtoyGiPjABIiLXU5rA/C0BCgzqXPqD/YCIdI0JEBG5nr/WAAGcC4jISzABIiLXam8F6ivk+7F+1gka4FB4Ii/BBIiIXMt8ChBWICgMGJKkdTSexwSIyCswASIi16rr0vxlMGgaiiaYABF5BSZARORa/toBWsG5gIi8AhMgInItf0+AlMkfG01A60VtYyEiu5gAEZFr+ess0IrwWCBUku/XndQ2FiKyiwkQEbmWv9cAGQydo9/YD4hIt5gAEZFr+XsCBLAjNJEXYAJERK7TVAs0m+X7/jgHkIKTIRLpHhMgInIdZeRTZCIQEqltLFpiDRCR7jEBIiLXUZu//Lj2B2ACROQFmAARkeuw/48sNk3e1v4ICKFpKETUOyZAROQ6TIBkUioAA9B2EbhwTutoiKgXTICIyHWYAMmCQoDoYfJ9NoMR6RITICJyHX+fBLEr9gMi0jUmQETkGpa2zpmP4y7RNhY9UBKg88c1DYOIescEiIhco+4kICxAUDgQlax1NNqL70gCmQAR6RITICJyDeWDPi4NCOClBXGj5e35H7SNg4h6xasUEblGTccHPZu/ZMrvoYYJEJEeMQEiItdQa4CYAAHo/D00nZeXCCEiXWECRESuoTT1xI/WNg69CB0CDDHK99kPiEh3mAARkWuwBqgnJRmsYQJEpDdOJUCrV6/GNddcg6ioKCQmJuLWW2/FsWPHbMoIIbBixQqkpKQgPDwc06ZNw+HDh23KtLS0YOnSpUhISEBkZCTmz5+PiooKmzK1tbXIy8uDJEmQJAl5eXmoq6sb2FkSkXtZ2joXQo1jDZBKSQbZEZpId5xKgHbs2IFHHnkEu3fvRlFREdrb2zF79mxcuHBBLbN27Vo8//zzWLduHfbt2wej0YhZs2ahoaFBLZOfn48tW7agoKAAO3fuRGNjI3Jzc2GxWNQyCxcuRElJCQoLC1FYWIiSkhLk5eW54JSJyOXUIfBhHALfFTtCE+mXGITq6moBQOzYsUMIIYTVahVGo1GsWbNGLdPc3CwkSRIvv/yyEEKIuro6ERwcLAoKCtQylZWVIiAgQBQWFgohhCgrKxMAxO7du9UyxcXFAoA4evSoQ7GZzWYBQJjN5sGcIhE54tttQiyPFuIPk7WORF8Ovy//XjZO1zoSIq/hqc/vQfUBMpvNAIC4uDgAQHl5OUwmE2bPnq2WCQ0NxdSpU7Fr1y4AwP79+9HW1mZTJiUlBZmZmWqZ4uJiSJKESZMmqWUmT54MSZLUMt21tLSgvr7e5kZEHsL+P73jXEBEujXgBEgIgcceewzXX389MjMzAQAmkwkAkJSUZFM2KSlJfcxkMiEkJASxsbF9lklMTOzxmomJiWqZ7lavXq32F5IkCampqQM9NSJyFucA6l1cmrxtqgUuntc2FiKyMeAEaMmSJfjmm2/w9ttv93jMYDDY/CyE6LGvu+5leivf13GefvppmM1m9Xbq1ClHToOIXIE1QL0LiezsE8Wh8ES6MqAEaOnSpfjggw/w2WefYfjw4ep+o1Ge86J7LU11dbVaK2Q0GtHa2ora2to+y5w5c6bH6549e7ZH7ZIiNDQU0dHRNjci8hDOAWSf2gzGBIhIT5xKgIQQWLJkCd577z18+umnSEtLs3k8LS0NRqMRRUVF6r7W1lbs2LEDU6ZMAQBkZWUhODjYpkxVVRVKS0vVMtnZ2TCbzdi7d69aZs+ePTCbzWoZItIJrgLft3iOBCPSoyBnCj/yyCN466238Le//Q1RUVFqTY8kSQgPD4fBYEB+fj5WrVqF9PR0pKenY9WqVYiIiMDChQvVsvfffz+WLVuG+Ph4xMXF4fHHH8f48eMxc+ZMAMC4ceOQk5ODRYsWYcOGDQCABx54ALm5uRgzZowrz5+IBqvuJGBt7xgCn6J1NPrDjtBEuuRUArR+/XoAwLRp02z2b9q0Cffddx8A4IknnkBTUxMefvhh1NbWYtKkSdi2bRuioqLU8i+88AKCgoKwYMECNDU1YcaMGXjttdcQGBiolnnzzTfx6KOPqqPF5s+fj3Xr1g3kHInInc6Xy9tYrgLfK3U2aCZARHpiEEIIrYNwh/r6ekiSBLPZzP5ARO60ez1Q+BQwNhe4802to9GfM4eB9VOAMAl48gTQz4AQIn/nqc9vfl0josE59528TbhM2zj0Krajr2SzmavCE+kIEyAiGpxz38pbJkC9C4kAojtGyyrJIjnMYhUo/qEGfyupRPEPNbBYfbLRgjTgVB8gIqIeWAPUv4R0oL5CThZHTOq/PAEACkursHJrGarMzeq+ZCkMy+dlICeTa87R4LAGiIgGrtkMNHbM+5Vwqbax6JmSHCq1ZdSvwtIqLN58wCb5AQCTuRmLNx9AYWmVRpGRr2ACREQDd+57eTvEKHfypd4NZQLkDItVYOXWMvTW2KXsW7m1jM1hNChMgIho4NT+P+naxqF3rAFyyt7y8z1qfroSAKrMzdhbzvXVaOCYABHRwLEDtGOU30/tj0B7i6aheIPqBvvJz0DKEfWGCRARDVyN0gGaNUB9GpIEhEqAsHJCRAckRoW5tBxRb5gAEdHAnWMC5BCDofN3xGawfl2bFodkKQz2pow0QB4Ndm1anMdi4nB838Nh8EQ0MJb2ztoMNoH1L+EyoPJrzgXkgMAAA5bPy8DizQdgAGw6QytJ0fJ5GQgM8Mys2hyO75tYA0REA1N3ArC2AUHhnRP9kX3qSLBj2sbhJXIyk7H+nqtglGybuYxSGNbfc5XHEg8Ox/ddrAEiooFRO0BfykVQHcGRYE7LyUzGrAwj9pafR3VDMxKj5GYvT9X89Dcc3wB5OP6sDKPHYiLXYQJERAPDEWDOUROg7wCrlUljB4tV9JngBAYYkD06XpPYnBmOr1WMNHBMgIhoYLgEhnNiRwEBwUDbRaC+EohJ1Toizem9bw2H4/s2fgUhooHhCDDnBAYDcZfI99kM5hV9azgc37cxASIi5wkBnD0i32cNkOM4FB6A9yx1ocfh+OQ6TICIyHkNVfJCqIZAJkDOGDpG3p7175Fg3rLUhTIcH0CPJEiL4fjkWkyAiMh51WXyNv5SIChU21i8ydCx8vbsUW3j0Jg39a3Ry3B8cj12giYi51V3NH8ljtM2Dm+j/L6qy+RmRIN/1hy4um9NfyPJBkvr4fjkHkyAiMh5agKUoW0c3ibhMrnZsNkM1J8GpGFaR6QJpW+Nydzcaz8gA+QaFkf61nhqJJmWw/HJPdgERkTO62gCswwdy/WRnBEUKjcbAp1JpB9yVd8abxhJRvrFGiAico7VClTLfVjuer8eext2qw/paQ4X3UrKkJfDqD4MpM/UOhrNKH1rutfeGB38G+IszTRYTICIyDl1PwLtTWgRwfi6IcbmIeWbNzuH9iHxcuDwFuBMmdaRaG4wfWs4SzMNFhMgInKK5UwZAgF8L1Jg7daKzm/eDujaEZoG3LfGm0aSkT6xDxAROaXy2AEAwDHR+1IOepnDRbeSOjqOnz0GWNq1jcWLcZZmGiwmQETklICOGaC/tQ7vsxy/edsRMwoIjgAsLUBtudbReC3O0kyDxQSIiJwSe+EHAPZrgBT85m1HQEDnhIhnDmsbixdz9SzNFqvgiEY/wz5AROQ4Sxsi6o8DAL6zUwPkzBwufisxAzh9QO4HdPmtWkfjtQY7kkyh91XpyT2YABGR484eg8HahragIahEAgyAzTBkro/kIKUfEDtCD5ojI8n6milamUuoe30PRzT6PiZAROQ40yEAQPCwK7D+mqxBf/P2W8pIMDaBuURfI8n6qt2ZlWHkXEJ+jAkQETnO9I28NU7g+kiDkTRe3p4/DjTXA2HR2sbjo/qr3cmfmc65hPwYEyAiclxHDRCM8gc410caoCFDgehhQH0lcKYUGDlF64h8jiMzRW/66keHjsURjb6Jo8CIyDFCdKkBGq9tLL7AOEHeVn2jbRw+ypGZouua2hw6Fkc0+iYmQETkmLqT8irmAcGdw7hp4JKvkLdV/9Q2DjfScmi5o7U2MeHBnEvIT7EJjIgco9T+JI4FgkK0jcWLKSOSApqHYRIAYfqn3Q9gb6b10HJHa21+dl0aXtz+LUc0+iHWABGRY9T+P1doG4cXKyytwvXPfYq7XtmN/B3yPsuZI9j2zx81jcvVlM7H3ZuglM7HhaVVbo/B0Zmil0y/FOvvuQpGyTZhMkphHALv41gDRESO6dYBmpzTfURSFeJwXgxBnKER6wq2whr4U5/4sHWk87EnhpYrM0Uv3nyg39odjmj0T6wBIiLHKJ11kydoG4cX6j0pMKDUmgYAyAwox8qtZT6x/IIjnY89tViuMlO0I7U7yojGW64chuzR8Ux+/ABrgIiofxdqgPoK+X7S5drG4oXsJQWHxSjciEPIMPyIt3xkvhlHOx97amg5a3fIHiZARNS/0wfkbXw6ECZpG4sXsvdhf9g6CgCQGfBjn+W8iaOdjz05tJzzVVFv2ARGRP2r3C9vh2VpG4eXsvdhXypGAQDGGk4iEBafmG/G0c7HHFpOWmMCRET9UxOgq7SNw0vZSwpOiCTUi3CEGdowJaraJ5ICpfMxgB7ny6HlpCdMgIiob0IAlR1NYKwBGhB7SYFAAL6xXgIAeHJ8o88kBc50PibSCvsAEVHf6k4CF8/JM0AnZWodjddSkoLukwN+HzIW11sOI1N8p2F0rsfOx6R3TICIqG9K81fS5UCw9/dR0VKvSUErgHfeBSr2ax2ey7HzMekZEyAi6ttpNn+5Uo+koPEaeXv2KNBcD4RFaxMYkZ9hHyAi6hv7/7jXkEQgZgQA0ZlsEpHbOZ0AffHFF5g3bx5SUlJgMBjw/vvv2zwuhMCKFSuQkpKC8PBwTJs2DYcPH7Yp09LSgqVLlyIhIQGRkZGYP38+KioqbMrU1tYiLy8PkiRBkiTk5eWhrq7O6RMkokGwtAOnS+T7HAHmPsOulrcVX2sbB5EfcToBunDhAq644gqsW7eu18fXrl2L559/HuvWrcO+fftgNBoxa9YsNDQ0qGXy8/OxZcsWFBQUYOfOnWhsbERubi4sFotaZuHChSgpKUFhYSEKCwtRUlKCvLy8AZwiEQ3YmVKg7QIQGg0kXKZ1NL5reEczGBMgIs8RgwBAbNmyRf3ZarUKo9Eo1qxZo+5rbm4WkiSJl19+WQghRF1dnQgODhYFBQVqmcrKShEQECAKCwuFEEKUlZUJAGL37t1qmeLiYgFAHD161KHYzGazACDMZvNgTpHIv+1+WYjl0UL86TatI/FtJ/fIv+e1o4WwWrWOhkhTnvr8dmkfoPLycphMJsyePVvdFxoaiqlTp2LXrl0AgP3796Otrc2mTEpKCjIzM9UyxcXFkCQJkyZNUstMnjwZkiSpZbpraWlBfX29zY2IBulksbwdMVnbOHydcYI8zcCFs0BtudbREPkFlyZAJpMJAJCUlGSzPykpSX3MZDIhJCQEsbGxfZZJTEzscfzExES1THerV69W+wtJkoTU1NRBnw+RXxMCOLlbvj8iW9tYfF1wWGcfqxPF2sZC5CfcMgrMYLCd6EoI0WNfd93L9Fa+r+M8/fTTMJvN6u3UqVMDiJyIVHUngIYquWYihR2g3W7kFHl7ovdabiJyLZcmQEajEQB61NJUV1ertUJGoxGtra2ora3ts8yZM2d6HP/s2bM9apcUoaGhiI6OtrkR0SAotT8pVwIhEZqG4hdGXidvT3ylbRykexarQPEPNfhbSSWKf6iBxSq0DskruTQBSktLg9FoRFFRkbqvtbUVO3bswJQp8rebrKwsBAcH25SpqqpCaWmpWiY7Oxtmsxl79+5Vy+zZswdms1ktQ0RupvT/SZ3UdzlyjdRrAUMAUFuO/YcO88ONelVYWoXrn/sUd72yG78sKMFdr+zG9c99isLSKq1D8zpOzwTd2NiI77//Xv25vLwcJSUliIuLw4gRI5Cfn49Vq1YhPT0d6enpWLVqFSIiIrBw4UIAgCRJuP/++7Fs2TLEx8cjLi4Ojz/+OMaPH4+ZM2cCAMaNG4ecnBwsWrQIGzZsAAA88MADyM3NxZgxY1xx3kTUH/b/8awwCWZpLKS6Mrz29lvYapW/7CVLYVg+L4MLiBIKS6uwePMBdE+JTeZmLN58gAvNOsnpGqCvv/4aEydOxMSJEwEAjz32GCZOnIj/9//+HwDgiSeeQH5+Ph5++GFcffXVqKysxLZt2xAVFaUe44UXXsCtt96KBQsW4LrrrkNERAS2bt2KwMBAtcybb76J8ePHY/bs2Zg9ezYmTJiAP/3pT4M9XyJyxIVz8tIMAD6uH8maCA8oLK3CX8+NBABcG3BU3a98uPEbvn+zWAVWbi3rkfwAUPet3FrG/1MnGIQQPvnbqq+vhyRJMJvN7A9E5KSSj1/FlXsewxHrCMxtXQOANRHuZLEKXP/cp5jQ8AU2hLyIY9bhmNO6Vn3cAMAohWHnk9O5mrqfKv6hBne9srvfcm8vmuz1C9B66vOba4ERkY3C0ioc/WorAOAr6+XqftZEuM/e8vOoMjdjn3UsAGBMQAXi0DmXmQBQZW7G3vLzGkVIWqtuaHZpOWICRERdKNXsUwJKAQA7rZnqY6xmdx/lQ+s8onHEOgIAcH3He9BbOfI/iVFhLi1HTICIqIu95ecRVH8CIwLOok0EYq91nM3jrIlwj64fWl9YxwMAbgj4ps9yesDh2J5zbVockqUw2GsANUBupr42Lc6TYXk1p0eBEZHvqm5oxnUBhwEAB8WluIjeP3BZE+FayoebydyML60T8CA+xA2Bh4B2AcCg9gHS04dbYWkVVm4tQ5W582+B/cTcJzDAgOXzMrB48wEYAJvO0EpStHxeBvuIOYE1QESkSowKU5tednXp/9NbOXId5cMNAL62jkGzCIbRUIt0Q6UuP9yU4dhdkx+A/cTcLSczGevvuQpGyfb/zyiFcQj8ALAGiIhU146KQX1gGQBgpyWzx+N6rInwFcqH28qtZdhzcRymBn6DGwO+QeOQS3vUqlisAnvLz6O6oRmJUfL74ankqL/h2AbI/cRmZRh1k7D5kpzMZMzKMGr2/vsSJkBEpAqsOohY1KNehOOf4lKbx/RYE+FrlA+3Ux9+Dez/BktGnsKvf2E79F3rpidlxJo9XfuJeftwbL0KDDDwd+sCbAIjok7fFgIALqROQ4I0xOYhVrN7RmCAAaOunQcAiK3ei0BLZ7Khh6YnDscmX8EaICLqdExOgJKvuRU7x09nNbtWEscB0cOB+grg+A5gTI5ump44HJt8BWuAiEhmrgDOHAJgAC6dpVaz33LlMGSPjmfy40kGAzBmrnz/6N8BONf05E4cjk2+ggkQEcm+/UTepl4LRLJ/gebG3ixvvy0ErBbdND11HbHWPQliPzHyJkyAiEh27GN5e9kcbeMg2ajrgVAJuHAWqNinq6YnDscmX8A+QEQENNUCxz+X74/N1TQU6hAYDFw2Gzj0F+Do33HtzP9UJ0vsrR9Q1ykKPDFMnsOxydsxASIi4OhHgLUNSMwAho7ROhpSjL25IwH6EIGz/tOhmYCLykwuGSbvSBLF4djkzZgAERFweIu8vfxftI2DbF06EwgMBc4fB0zfICfzCnWyxK4JjrEjwQGAxZsP9KghUobJd22e6ivB0XquISJPYAJE5O+aaoHjn8n3M27VNBTqJjRK7pN15AO5Jij5CrtNTwBw/XOfOjRMvq9aIsDxJIrImzEBIvJ3R/4OWNuBpExg6GVaR0PdTVjQkQC9C8xcCQQE9tr0VPxDjUPD5Nd9+j1e3P5trwnOQ5sPICYiWPO5hog8gaPAiPyUxSpQ/EMNzn21CQBgvfw2jSOiXqXPBsIkoOE0cOIru8UcHf6+6atyuwkOANRdbLP7XE/NNUTkCUyAiPxQYWkVrn/uUzz1x/eRULMfFmHArTtTuYq3HgWFAhm3yPe/+bPdYo4Of69rsp/gOIrLXJAvYAJE5Ge6rif108AvAABfWifgUH2kx9aTIidNuFPeHt4CtDT0WsSRGZpjwoNdEg6XuSBfwASIyI90XU8qAFb8a0cC9BfLVLUJZOXWMlisvTWSkGZGTgHi04HWRuDQX3st4sgMzT+7btSgwuAyF+RLmAAR+ZGu60lNCyhBiuE86kQktluvAsA+HrplMABZ98n3v/4/QPSeoPY3Q/OS6en91xJFBMMALnNBvo+jwIj8SNe+G/cFymt//dkyDS0IsVuOdOLKhcA/ngVM3wCnDwDDsnot1t8Mzf1NprjmtvEAYHeuIQ6BJ1/BBIjIjyh9Ny41VODGwEOwCAPesMy2W450JCJO7gx96M/Ang3AbRvtFu1rhmallqi/BIfLXJCvYwJE5EeUjrI/uyDX/hRZr0aFGKo+3nU9KdKhyYvlBOjQX4Hp/w7EjBjQYRxZx4vLXJCvYwJE5IPsLXMQGGDAb2cNRfbWLwEAm9pz1Oewj4cXGHYVkHYjUP4FsHs9kLN6wIdiguO7PLEYri9gAkTkY/pbx2l6zTuAoRWlhnTsEWPVMuzj4SWuy5cToP2vAzf+f3LTGFEHruPmOIMQdoYTeLn6+npIkgSz2Yzo6GitwyHyCGWOn+7/1Mp3v1d/OgLTC2cB7U2w3PUX7A3K4rdEbyMEsOEGwHRIToZmrdQ6ItKJ/v7/vWUdN099fnMYPJGP6DrHT3fKPtPHzwHtTUDKVQi8bBayR8fjliuHIXt0PJMfb2EwADf9u3x/z8tA/Wlt4yFdcOT/n3N82WICROSFlHW8/lZSieIfatQ2/74WwxxhMOGn7R/JP9z0jPxBSt7psjlA6mSgvRnY8ZzW0ZAO9Pf/zzm+emIfICIvY6+N/yeZxj6f90zQmwgxWHAm8XokXTrD3WGSOxkMwMwVwKYc4MAbwNX3A8kTtI6KNOTo3F2c46sTa4CIPKy32htHH++6jldXJnMzXv3qR7uveUPAN5gduB/tIgBVk/6DtT++YGQ2kHErIKzAh48BVqvWEZGGHJ27SynX33XIH7AGiMiD+huh0dfjszKM/bbxBxjkPrJdy0SiCauD/wgAeDdoLn46cZLrT4y0kbMa+P4fQMU+4MBrwNU/1zoi0ogyx5fJ3NzrNaLrHF8cKSZjDRCRh/RVe7N48wGs/qisz8fXffpdn238AGDtSH661u/8OugtDDecw0nrUMTNe5adnX1JdAow/Rn5/if/DtT8oG08pBlHFsNdPi8DRWWmPq8zhaVV7g9WJ5gAEXVwRZWwvWP0N0JDAHjly/I+a3c29dHE1dXPrxulLoY5J2Af7g76BwDANO2/MOvKS505HfIG1z4AjLweaLsAvPsLwNKmdUSkkf4Ww3WkFlkZKeYPTWRsAiO30suMpP3F4UiV8GCOIYWHOFR7Y48AUNfk2AfbrAwjnrk5A9/882tkfrgRaAeskx/BtdP/xaHnk5cJCARu2wCsv05eJPWTXwM/+S+toyKN9LXMSfEPNQ6NFFv36fco2HfSI01kvV1XPYUTIfooRxIPVyQnfR3D0XZmreNwZPIwoOfq2M4c4+fXjeqzk7KjYsKDYW5q67ONf+eT0xHYXAv83xzg3LfAiCnAvR8AgcGDfn3SsaMfAgUL5fs/+W/g2kXaxkO687eSSvyyoGRAz+1tMsXBXrvtXZuXTR2O268b6/bPbyZAPsiRxMPdNR4AHJqRVOs4/rBwIv7zwyN2vxUZAEgRwTBf7Jl0OHOM2MhgnL8w+KaJX828DC9u/xaAbUdnm9/rZdHA6/OByq+B6GHAok+BqL6HyJOP+PJ3wD+eBQyBwE9fBS5nrR91Kv6hBne9snvAz+/6JauozDSoa3dfXxotLRdx6sUFTIAGSq8JkCtqZgb6RwV01ma4s8ZDAIiJCEbdxd4/8JV/ov+4OQOPvKVtHINNTJw5RlxkCGovtPZaewP0PoKr6+s4dOG5NAJ4607g5C4gPBb4WSGQOLaXI5JPEgL4YAlwcHNHEvR/wOW3ah0V6YTFKnD9c5/aHSnmKOWL2ECv3bMyjLj+uU/tfmm0MgEaHHckQINNXlxRM9PfMOm+/qgMAJKiQwEYYKp3X42Ho+IiQ3D+QqvmcXjKz68bpXZk7q325oEb07Dxi3K7j/db9dxwGnj7DnmNqNBo4J73gNRr3HlKpEdWC/D+YuCbdwAYgNm/AbIf4dxPBKDzSzLQ8zrjaDIQEx5st0+iI9fu/JnpeGH7d3aPzwRokAaSALkzeQEcq3Xpq4zyATnQPypXcGVzji/E4Yy3F02Gual1wAlun50Pf/hUHgF0sQaITATueZczA/szq0WeHHH/a/LPV94NzH0OCI3SNCzSB3vXmTuvSfXIZ4jURwIFMAEaNGcTIHcmL440xfRXMwPITST2Rgo58kdFveuvaWqwx7DpnBxgGFQTZw/NZuAf/wns+yMAARgnAAveAOLSBnE25BOEAHa/BHzyDAABxIwEblkHpN2odWSkA/ZGX/XVROapzxkmQIPkTAI02H4kjiQv1EkvtTfd+yIBvVcJx9ipznX0GIBt85VLtDUDB16XO702npH3Zf0MyFkDBDs2JT75ifIvgfcfBswn5Z/H5gLT/4N9w6hXfTWRAa5raehrRKtouYiTHkiA/H4ixP4mqANgN/lRypjqW3ST/MSEB/eYBVRhAGCMDoUxOsxuGUfFRYb0+ToxEXIc9mYk/c0tmUiWtI9j+bwM/GSC/cnDXr7nKqy5bbzNc5w9hkuTn7pTwOdrgP+5Avj4CTn5ib8UuHcrMO9FJj/UU9oNwOKvgGt+IXeMPvp34KVJwOafAt9u48SJZKO/yRSXTE93ybX7Z9fJtdT2rque4Pc1QIMdFqg3jgyTBtBnJzhX1XgAjo3g0joOhV7mNLJhtQBnDgPfbQO+KwJO7ek8UykVuP5XwMR7gKDQgb8G+Y+zx+Rh8kc/hPp3FB4HjMsFRs8ARl4HDBmqaYikD46MNgYGfu3ua0Tr4zel4qfZY9gENlCOJkCDmRjKVbo2o52ptz880SXDpJ3osA303ZzjqTl8PBGHI9w6q3V7C2CuAGrLgdof5TWdTpcAVf+UlzjoKu1GYGKevBJ4UIhrXp/8y/njwJ6NwKG/ABfP2T4Wnw4YM4Gh4+RmMilVnk8qcigQ4PeNBtTBFdduoPfr6oXGBo9MY+P7CVDxG4geEtH5QLfT/fZMI37/6Xd9VLv1/PUYuuxTOoUBQL2d9swACISHBqKpxaIeUTmG8rr3XjcKAPC6ndmCDQaBaZcNxeffnrUby79lj8T4YTGAELAKgePnLqChuQ1RYcG4JCES3T+rrUKg/OwF1De3ITosGGldypRW1mHrN1Uwd+nsJoUHY94EIzJTpC7HAMrPXUBDcyuiuh1DPtm+Ghc7j/GjGmsQRsV3HuNwVT0+PtQzjp9kJiEjuWscAidqLqpxjIyPQEDXYb92/8x72e9MWbvlhdy00N4CtDfJ27amzp9bGuURW03ngYvngdZGO68JIGQIMOoGIH0WkD4biEm1X5bIGZZ24MRXcrPYjzuB6jL7ZQOCgCFJQJgkT7MQJgFh0fLfZ2CInIwHhgCBofKs40GhQECwPPzeYAAMAQC63w/oGJ7f/T6H7GvCyd+7VQDfVzfC3NQGKTwYlyYOUa/dJafq8Nf9FTZdSGIigvHTrOG4MjWmz+PWN16ElP1vTIBeeukl/Nd//Reqqqpw+eWX48UXX8QNN9zQ7/PUBOipKESH8p+JvEBwBBA7qvNmnACkTAQS0uX1nojc7UKNvJ5Y9RH5du4YUH8aaDDB8VliiAanvkVAWtPg9gRI14uhvvPOO8jPz8dLL72E6667Dhs2bMDcuXNRVlaGESNGOHaQEdlAeLc1kLpluTWNrThqarD77z22o6bh+NlGtLRbAQACBoQGBWD00EgkDJH7X5xrbMH3Zy+itd2iPjckKBCXJkYiYUhYx/MAc1MbWtqtCAkKlDstd8vPBAyou9iKVosVIYEBiIno6OjbUVAIoK6pFS3tVoQGBSAmIrRnDZbdTN7O/l7LO1O2Dy45di/7XXKObjx2QMe34OBweRsU3vlzcAQQEd9xi5NnbQ6P5Tdf0lZkfEdN4yzb/ZY2ucN94xmguR5oqZenYGiuB1ovAJZWwNIil7O0Au2tHftaAQhAWDva70XHzx37uj7W/b430nd9gvdoagOwze0vo+saoEmTJuGqq67C+vXr1X3jxo3DrbfeitWrV/f5XFfOA+RMPxK9rH5ORETkjTy1lJVua4BaW1uxf/9+PPXUUzb7Z8+ejV27dvUo39LSgpaWFvXn+vp6p14vJzMZszKMfSYvgQEGZI+O7/M4jpQhIiIibek2ATp37hwsFguSkpJs9iclJcFkMvUov3r1aqxcuXJQr8nkhYiIyD/ofkyjoVufCCFEj30A8PTTT8NsNqu3U6dOeSpEIiIi8jK6rQFKSEhAYGBgj9qe6urqHrVCABAaGorQUE4GR0RERP3TbQ1QSEgIsrKyUFRUZLO/qKgIU6ZM0SgqIiIi8gW6rQECgMceewx5eXm4+uqrkZ2djY0bN+LkyZN46KGHtA6NiIiIvJiuE6A77rgDNTU1ePbZZ1FVVYXMzEx89NFHGDlypNahERERkRfT9TxAg+GpeQSIiIjIdTz1+a3bPkBERERE7sIEiIiIiPwOEyAiIiLyO0yAiIiIyO8wASIiIiK/wwSIiIiI/A4TICIiIvI7TICIiIjI7zABIiIiIr+j66UwBkOZ4Lq+vl7jSIiIiMhRyue2uxeq8NkEqKamBgCQmpqqcSRERETkrJqaGkiS5Lbj+2wCFBcXBwA4efKkW3+BelNfX4/U1FScOnXKr9ZA43nzvP0Bz5vn7Q/MZjNGjBihfo67i88mQAEBcvcmSZL86g9HER0dzfP2Izxv/8Lz9i/+et7K57jbju/WoxMRERHpEBMgIiIi8js+mwCFhoZi+fLlCA0N1ToUj+J587z9Ac+b5+0PeN7uPW+DcPc4MyIiIiKd8dkaICIiIiJ7mAARERGR32ECRERERH6HCRARERH5Ha9NgH77299iypQpiIiIQExMTK9lTp48iXnz5iEyMhIJCQl49NFH0dra2udxW1pasHTpUiQkJCAyMhLz589HRUWFG87ANT7//HMYDIZeb/v27bP7vPvuu69H+cmTJ3sw8sEbNWpUj3N46qmn+nyOEAIrVqxASkoKwsPDMW3aNBw+fNhDEQ/ejz/+iPvvvx9paWkIDw/H6NGjsXz58n7/rr3x/X7ppZeQlpaGsLAwZGVl4csvv+yz/I4dO5CVlYWwsDBccsklePnllz0UqWusXr0a11xzDaKiopCYmIhbb70Vx44d6/M59v7/jx496qGoB2/FihU94jcajX0+x9vfa6D365fBYMAjjzzSa3lvfa+/+OILzJs3DykpKTAYDHj//fdtHh/oNfndd99FRkYGQkNDkZGRgS1btjgdm9cmQK2trbj99tuxePHiXh+3WCy4+eabceHCBezcuRMFBQV49913sWzZsj6Pm5+fjy1btqCgoAA7d+5EY2MjcnNzYbFY3HEagzZlyhRUVVXZ3H7xi19g1KhRuPrqq/t8bk5Ojs3zPvroIw9F7TrPPvuszTn8+7//e5/l165di+effx7r1q3Dvn37YDQaMWvWLDQ0NHgo4sE5evQorFYrNmzYgMOHD+OFF17Ayy+/jF//+tf9Pteb3u933nkH+fn5eOaZZ3Dw4EHccMMNmDt3Lk6ePNlr+fLycvzkJz/BDTfcgIMHD+LXv/41Hn30Ubz77rsejnzgduzYgUceeQS7d+9GUVER2tvbMXv2bFy4cKHf5x47dszmvU1PT/dAxK5z+eWX28R/6NAhu2V94b0GgH379tmcc1FREQDg9ttv7/N53vZeX7hwAVdccQXWrVvX6+MDuSYXFxfjjjvuQF5eHv75z38iLy8PCxYswJ49e5wLTni5TZs2CUmSeuz/6KOPREBAgKisrFT3vf322yI0NFSYzeZej1VXVyeCg4NFQUGBuq+yslIEBASIwsJCl8fuDq2trSIxMVE8++yzfZa79957xS233OKZoNxk5MiR4oUXXnC4vNVqFUajUaxZs0bd19zcLCRJEi+//LIbIvSMtWvXirS0tD7LeNv7fe2114qHHnrIZt/YsWPFU0891Wv5J554QowdO9Zm34MPPigmT57sthjdrbq6WgAQO3bssFvms88+EwBEbW2t5wJzseXLl4srrrjC4fK++F4LIcQvf/lLMXr0aGG1Wnt93BfeawBiy5Yt6s8DvSYvWLBA5OTk2OybM2eOuPPOO52Kx2trgPpTXFyMzMxMpKSkqPvmzJmDlpYW7N+/v9fn7N+/H21tbZg9e7a6LyUlBZmZmdi1a5fbY3aFDz74AOfOncN9993Xb9nPP/8ciYmJuOyyy7Bo0SJUV1e7P0AXe+655xAfH48rr7wSv/3tb/tsCiovL4fJZLJ5f0NDQzF16lSveX97YzabHVo00Fve79bWVuzfv9/mfQKA2bNn232fiouLe5SfM2cOvv76a7S1tbktVncym80A4NB7O3HiRCQnJ2PGjBn47LPP3B2ay3333XdISUlBWloa7rzzThw/ftxuWV98r1tbW7F582b8/Oc/h8Fg6LOst7/XXQ30mmzvb8DZ67jPJkAmkwlJSUk2+2JjYxESEgKTyWT3OSEhIYiNjbXZn5SUZPc5evPqq69izpw5SE1N7bPc3Llz8eabb+LTTz/F7373O+zbtw/Tp09HS0uLhyIdvF/+8pcoKCjAZ599hiVLluDFF1/Eww8/bLe88h52/7vwpve3ux9++AG///3v8dBDD/VZzpve73PnzsFisTj1PvX2/56UlIT29nacO3fObbG6ixACjz32GK6//npkZmbaLZecnIyNGzfi3XffxXvvvYcxY8ZgxowZ+OKLLzwY7eBMmjQJb7zxBj755BO88sorMJlMmDJlCmpqanot72vvNQC8//77qKur6/OLqy+8190N9Jps72/A2eu4rlaDX7FiBVauXNlnmX379vXbt0XRWyYthOg3w3bFcwZrIL+LiooKfPLJJ/jzn//c7/HvuOMO9X5mZiauvvpqjBw5Eh9++CFuu+22gQc+SM6c969+9St134QJExAbG4uf/vSnaq2QPd3fSy3e3+4G8n6fPn0aOTk5uP322/GLX/yiz+fq9f3ui7PvU2/le9vvDZYsWYJvvvkGO3fu7LPcmDFjMGbMGPXn7OxsnDp1Cv/93/+NG2+80d1husTcuXPV++PHj0d2djZGjx6N119/HY899livz/Gl9xqQv7jOnTvXpsWiO194r+0ZyDXZFddxXSVAS5YswZ133tlnmVGjRjl0LKPR2KNDVG1tLdra2npkjl2f09raitraWptaoOrqakyZMsWh13WVgfwuNm3ahPj4eMyfP9/p10tOTsbIkSPx3XffOf1cVxrM34Ayqun777/vNQFSRpaYTCYkJyer+6urq+3+TXiKs+d9+vRp3HTTTcjOzsbGjRudfj29vN+9SUhIQGBgYI9vc329T0ajsdfyQUFBfSbDerR06VJ88MEH+OKLLzB8+HCnnz958mRs3rzZDZF5RmRkJMaPH2/3b9OX3msAOHHiBLZv34733nvP6ed6+3s90Guyvb8BZ6/jukqAEhISkJCQ4JJjZWdn47e//S2qqqrUX+y2bdsQGhqKrKysXp+TlZWF4OBgFBUVYcGCBQCAqqoqlJaWYu3atS6Jy1HO/i6EENi0aRP+7d/+DcHBwU6/Xk1NDU6dOmXzR6iFwfwNHDx4EADsnkNaWhqMRiOKioowceJEAHLb+44dO/Dcc88NLGAXcea8KysrcdNNNyErKwubNm1CQIDzLdl6eb97ExISgqysLBQVFeFf/uVf1P1FRUW45ZZben1OdnY2tm7darNv27ZtuPrqqwf0/6AFIQSWLl2KLVu24PPPP0daWtqAjnPw4EFdvq+OamlpwZEjR3DDDTf0+rgvvNddbdq0CYmJibj55pudfq63v9cDvSZnZ2ejqKjIphVg27ZtzldUONVlWkdOnDghDh48KFauXCmGDBkiDh48KA4ePCgaGhqEEEK0t7eLzMxMMWPGDHHgwAGxfft2MXz4cLFkyRL1GBUVFWLMmDFiz5496r6HHnpIDB8+XGzfvl0cOHBATJ8+XVxxxRWivb3d4+fojO3btwsAoqysrNfHx4wZI9577z0hhBANDQ1i2bJlYteuXaK8vFx89tlnIjs7WwwbNkzU19d7MuwB27Vrl3j++efFwYMHxfHjx8U777wjUlJSxPz5823KdT1vIYRYs2aNkCRJvPfee+LQoUPirrvuEsnJyV5z3pWVleLSSy8V06dPFxUVFaKqqkq9deXt73dBQYEIDg4Wr776qigrKxP5+fkiMjJS/Pjjj0IIIZ566imRl5enlj9+/LiIiIgQv/rVr0RZWZl49dVXRXBwsPjrX/+q1Sk4bfHixUKSJPH555/bvK8XL15Uy3Q/7xdeeEFs2bJFfPvtt6K0tFQ89dRTAoB49913tTiFAVm2bJn4/PPPxfHjx8Xu3btFbm6uiIqK8un3WmGxWMSIESPEk08+2eMxX3mvGxoa1M9nAOp1+8SJE0IIx67JeXl5NiNAv/rqKxEYGCjWrFkjjhw5ItasWSOCgoLE7t27nYrNaxOge++9VwDocfvss8/UMidOnBA333yzCA8PF3FxcWLJkiWiublZfby8vLzHc5qamsSSJUtEXFycCA8PF7m5ueLkyZMePLOBueuuu8SUKVPsPg5AbNq0SQghxMWLF8Xs2bPF0KFDRXBwsBgxYoS49957veI8Ffv37xeTJk0SkiSJsLAwMWbMGLF8+XJx4cIFm3Jdz1sIedjl8uXLhdFoFKGhoeLGG28Uhw4d8nD0A7dp06Ze/+67f5fxhff7D3/4gxg5cqQICQkRV111lc1w8HvvvVdMnTrVpvznn38uJk6cKEJCQsSoUaPE+vXrPRzx4Nh7X7v+/XY/7+eee06MHj1ahIWFidjYWHH99deLDz/80PPBD8Idd9whkpOTRXBwsEhJSRG33XabOHz4sPq4L77Xik8++UQAEMeOHevxmK+818rw/e63e++9Vwjh2DV56tSpannFX/7yFzFmzBgRHBwsxo4dO6BE0CBER+8xIiIiIj/hs8PgiYiIiOxhAkRERER+hwkQERER+R0mQEREROR3mAARERGR32ECRERERH6HCRARERH5HSZARERE5HeYABEREZHfYQJEREREfocJEBEREfkdJkBERETkd/5/hPAbDjeuzOwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hIiFJCZCIBI7yHY7rHjZITPVPDL3PbsFx6hicKPdPDCLidUqARCRwlG9zXGcM9l8M0fGOGWigYTCREKYESEQCx2FnAnSZf+M4fxhMREKSEiARCRyHtzuu0/2dAOU6rsu3+zcOEfEaJUAiEhiMCYwhsPNfX0NgIiFLCZCIBIbqUqipAEskpA30byzOIbAju6Ch3r+xiIhXKAESkcDgHP5KvRii4/wbi7UfxCRBQx0c+9K/sYiIVygBEpHAECjDX+DYEkPDYCIhTQmQiASGQCmAdkp3JkCaCSYSipQAiUhgOBxAPUCgqfAiIU4JkIj4X0M9HN3luO3vNYCcNBVeJKQpARIR/zv2paPgOKaHowA5EDh7ouwH4LTdv7GISLdTAiQi/ucsgE4f5ChADgRxVki+wHH7yC7/xiIi3S5A/tKISFhzboKaPsi/cTTV++x6REd2+jcOEel2SoBExP+cCUbvQEuALnVcqwdIJOQoARIR/zuy23Hd+xL/xtGUeoBEQpYSIBHxr4Z6OH52tWVnj0ugUA+QSMhSAiQi/nV8LzSeccwAcxYdB4q0sz1S9gNQW+3fWESkWykBEhH/cg4vpV0CFot/Y2kqIQV6ZDhuH93t31hEpFspARIR/3LV//h5B/jWuOqANAwmEkqUAImIf7lmgAVqAuSsA1IhtEgoUQIkIv7l3AIjLVATIPUAiYQijxOgQ4cOcdddd5GamkpCQgJXXnklmzZtct1vjOGZZ54hKyuL+Ph4brjhBrZtc99MsLa2locffpi0tDQSExOZOHEiBw8edGtTUVFBfn4+VqsVq9VKfn4+lZWVnTtLEQlMjQ1wdI/jdsD2AJ1dm0g9QCIhxaMEqKKigm9+85tER0fzt7/9je3bt/Ob3/yGnj17utrMnTuXefPmsWDBAjZu3IjNZmPMmDFUV5+bQVFQUMCyZctYunQpq1ev5sSJE4wfP56GhgZXm8mTJ1NUVERhYSGFhYUUFRWRn5/f9TMWkcBRuR/OnIbIWOh1ob+jaZlzCKxiH9Sd8m8sItJ9jAeeeOIJc91117V6f2Njo7HZbOa5555zHTt9+rSxWq3mpZdeMsYYU1lZaaKjo83SpUtdbQ4dOmQiIiJMYWGhMcaY7du3G8CsW7fO1Wbt2rUGMDt37uxQrHa73QDGbrd7cooi4ks7/2bMzGRjfjfC35G07fmLHHEe2uLvSERCnq8+vz3qAXrnnXe45ppr+OEPf0h6ejpXXXUVr7zyiuv+kpISysrKGDt2rOtYbGwsI0eOZM2aNQBs2rSJ+vp6tzZZWVnk5ua62qxduxar1cqwYcNcbYYPH47VanW1aaq2tpaqqiq3i4gEOFf9T4CtAN2UFkSUbtDQaFj75TH+UnSItV8eo6HR+DuksBblSeO9e/fy4osv8uijj/Lzn/+cDRs2MH36dGJjY/nxj39MWVkZABkZGW6Py8jIYN++fQCUlZURExNDr169mrVxPr6srIz09PRmr5+enu5q09ScOXOYNWuWJ6cjIv7mTCgCbQXopnoPhH2rVQcknVZYXMqsd7dTaj/tOpZpjWPmhMGMy830Y2Thy6MeoMbGRq6++mpmz57NVVddxX333cfUqVN58cUX3dpZmixmZoxpdqyppm1aat/W8zz11FPY7XbX5cCBAx09LRHxF1cCFCw9QEqAxHOFxaU8sGSzW/IDUGY/zQNLNlNYXOqnyMKbRwlQZmYmgwcPdjs2aNAg9u/fD4DNZgNo1ktTXl7u6hWy2WzU1dVRUVHRZpvDhw83e/0jR440611yio2NJTk52e0iIgHMmCDqATqboGk1aPFQQ6Nh1rvbaWmwy3ls1rvbNRzmBx4lQN/85jfZtct9DHz37t30798fgOzsbGw2GytWrHDdX1dXx6pVqxgxYgQAQ4cOJTo62q1NaWkpxcXFrjZ5eXnY7XY2bNjgarN+/XrsdrurjYgEuepSqKsGSySkDPB3NG1z1ihVfOXYvFWkgzaUHG/W83M+A5TaT7Oh5LjvghLAwxqgn/3sZ4wYMYLZs2czadIkNmzYwMsvv8zLL78MOIatCgoKmD17Njk5OeTk5DB79mwSEhKYPHkyAFarlXvuuYcZM2aQmppKSkoKjz32GEOGDGH06NGAo1dp3LhxTJ06lYULFwJw7733Mn78eAYODNC1QkTEM87hpJSLICrGv7G0JynTsVlr3Qk4XhL4Q3YSMMqrW09+OtNOuo9HCdA3vvENli1bxlNPPcUvf/lLsrOzeeGFF/jRj37kavP4449TU1PDtGnTqKioYNiwYSxfvpykpCRXm/nz5xMVFcWkSZOoqalh1KhRLF68mMjISFebN954g+nTp7tmi02cOJEFCxZ09XxFJFAE+h5g57NYIHUAlH4Gx/YoAZIOS0+K69Z20n0sxpiQHHisqqrCarVit9tVDyQSiN4tgE2L4PoZMOrf/B1N+976KWz9E4yeBdcV+DsaCRINjYbrnv+QMvvpFuuALIDNGsfqJ24kMqLtyULhwlef39oLTET849gXjutAXwPIKTXHce3cukOkAyIjLMyc4Jg81DS9cf575oTBSn78QAmQiPiHMwFyJhaBLu1ix/UxJUDimXG5mbx419XYrO7DXDZrHC/edbXWAfITj2qARES6Re0JxywwgNSL/BtLR6kHSLpgXG4mYwbb2FBynPLq06QnxXFtdop6fvxICZCI+N7xLx3XCWkQ36vttoEi9WwPUM1xOHkMElP9G48EncgIC3kD9HsTKDQEJiK+5xr+uti/cXgiJgGsfR23NQwmEvSUAImI7x072wMUTAkQnItXK0KLBD0lQCLie64eoABfAbop54w11QGJBD0lQCLie8E4BAaQdrYQ2hm/iAQtJUAi4lvGBG8CpCEwkZChBEhEfOvUMThtByyQku3vaDyjTVFFQoYSIBHxLWfvj7UvRMf7NxZPJWdBdCI0nnEkQSIStJQAiYhvBWsBNJzbFBU0DCYS5JQAiYhvBWv9j5NmgomEBCVAIuJbQZ8AaUsMkVCgBEhEfCtYF0F0StWmqCKhQAmQiPhOY+N5CVAQ1gCBhsBEQoQSIBHxnaqD0FALEdHQs5+/o+kcZ+Lm3BRVRIKSEiAR8R1n/U9KNkRE+jeWzopJhOQ+jtsaBhMJWkqARMR3gr3+xynNWQekLTFEgpUSIBHxnWBeA+h8KWfjdyZ0IhJ0lACJiO8E+xR4p1T1AIkEOyVAIuI7oZYAHd/r3zhEpNOUAImIb5yphcr9jttBnwCdNwTW2OjfWESkU5QAiYhvVHwFphFiekCPDH9H0zU9+0FEFJypgeqv/R2NiHSCEiAR8Y3zF0C0WPwbS1dFRkPP/o7bKoQWCUpKgETEN0Kl/sdJhdAiQU0JkIj4RsglQGfrgFQILRKUlACJiG+EyiKITq5CaPUAiQQjJUAi4huhsgiik2sITDVAIsFICZCIeF9tNZwoc9xOCZEEyHkeFSXQcMa/sYiIx5QAiYj3OXtJEntDfE+/htJtki+AqDhoPAP2/f6ORkQ8pARIRLwv1AqgASIiIOUix20Ng4kEHSVAIuJ9568BFEpUCC0StDxKgJ555hksFovbxWazue43xvDMM8+QlZVFfHw8N9xwA9u2bXN7jtraWh5++GHS0tJITExk4sSJHDx40K1NRUUF+fn5WK1WrFYr+fn5VFZWdv4sRcS/QrEHCFQILRLEPO4BuuyyyygtLXVdtm7d6rpv7ty5zJs3jwULFrBx40ZsNhtjxoyhurra1aagoIBly5axdOlSVq9ezYkTJxg/fjwNDQ2uNpMnT6aoqIjCwkIKCwspKioiPz+/i6cqIn4TqglQinqARIJVlMcPiIpy6/VxMsbwwgsv8PTTT3PbbbcB8Nprr5GRkcGbb77Jfffdh91u59VXX+X1119n9OjRACxZsoS+ffuycuVKbrrpJnbs2EFhYSHr1q1j2LBhALzyyivk5eWxa9cuBg4c2JXzFRFfMyb01gBycu0Krx4gkWDjcQ/Qnj17yMrKIjs7mzvuuIO9ex2roJaUlFBWVsbYsWNdbWNjYxk5ciRr1qwBYNOmTdTX17u1ycrKIjc319Vm7dq1WK1WV/IDMHz4cKxWq6tNS2pra6mqqnK7iEgAOHkUau2ABXpl+zua7uWsAao8APWn/RuLiHjEowRo2LBh/M///A8ffPABr7zyCmVlZYwYMYJjx45RVuZY4yMjw32X54yMDNd9ZWVlxMTE0KtXrzbbpKenN3vt9PR0V5uWzJkzx1UzZLVa6du3ryenJiLe4hwesvaF6Dj/xtLdEntDbDJgHLvdi0jQ8CgBuvnmm/n+97/PkCFDGD16NO+99x7gGOpysjTZ5dkY0+xYU03btNS+ved56qmnsNvtrsuBAwc6dE4i4mWhtgL0+SyW86bCqw5IJJh0aRp8YmIiQ4YMYc+ePa66oKa9NOXl5a5eIZvNRl1dHRUVFW22OXz4cLPXOnLkSLPepfPFxsaSnJzsdhGRABCqBdBOqgMSCUpdSoBqa2vZsWMHmZmZZGdnY7PZWLFihev+uro6Vq1axYgRIwAYOnQo0dHRbm1KS0spLi52tcnLy8Nut7NhwwZXm/Xr12O3211tRCSIhEsCpB4gkaDi0Sywxx57jAkTJtCvXz/Ky8v51a9+RVVVFVOmTMFisVBQUMDs2bPJyckhJyeH2bNnk5CQwOTJkwGwWq3cc889zJgxg9TUVFJSUnjsscdcQ2oAgwYNYty4cUydOpWFCxcCcO+99zJ+/HjNABMJRqE6A8zJtRiieoBEgolHCdDBgwe58847OXr0KL1792b48OGsW7eO/v37A/D4449TU1PDtGnTqKioYNiwYSxfvpykpCTXc8yfP5+oqCgmTZpETU0No0aNYvHixURGRrravPHGG0yfPt01W2zixIksWLCgO85XRHypsQGOO2aKhmQNECgBEglSFmOM8XcQ3lBVVYXVasVut6seSMRfKvbBf14OEdHwr4chIrL9xwSbmkp43vElkKcOQmxSm81FpG2++vzWXmAi4j3OupiUi0Iz+QHH7vYJaY7bzt4uEQl4SoBExHtCvf7HSYXQIkFHCZCIeE8orwF0PlcdkHqARIKFEiAR8Z7j4dIDpE1RRYKNEiAR8Z5QXwPIybkrvBZDFAkaSoBExDvO1ELlfsftUE+AVAMkEnSUAImId1R8BaYRYpKgR/MNjkOKcz+wmgo4ddy/sYhIhygBEhHvOL8Aup0NkYNeTAIkX+C4rQURRYKCEiAR8Y5wqf9xUiG0SFBRAiQi3hFuCZAKoUWCihIgEfGOcFkE0UmF0CJBRQmQiHhHuCyC6KRNUUWCihIgEel+p6vgxGHH7bBJgJw9QF9CaO4xLRJSlACJSPdz1sEk9oY4q39j8ZWe/cESCfUnobrM39GISDuUAIlI9wu3+h+AqBjo2c9xW3VAIgFPCZCIdL9wq/9xciZ8mgkmEvCUAIlI9wu3KfBOaTmOa/UAiQQ8JUAi0v3CNQFy9ngdVQIkEuiUAIlI9zImPGuAQGsBiQQRJUAi0r1OHoHaKsACvbL9HY1vOROgihJoOOPfWESkTUqARKR7OXs/evaF6Dj/xuJrSVkQFQ+NZ6Byn7+jEZE2KAESke4VrvU/ABERWhFaJEgoARKR7hXOCRBoV3iRIKEESES6l7PnIyXM1gByStVUeJFgoARIRLqX84M/LVx7gJwzwfb4Nw4RaZMSIBHpPo0NcHyv47azJyTcnL8pqogELCVAItJ9KvdDQx1ExoK1j7+j8Q9nDVDVIag76d9YRKRVSoBEpPu46n8ugohI/8biLwkpEJ/iuO3sDRORgKMESES6j7PuJVzrf5y0IrRIwFMCJCLdJ9ynwDspARIJeEqARKT7KAFy0GKIIgEvyt8BiEgIce6CHq4zwJzStBZQOGpoNGwoOU559WnSk+K4NjuFyAiLv8OSVnSpB2jOnDlYLBYKCgpcx4wxPPPMM2RlZREfH88NN9zAtm3b3B5XW1vLww8/TFpaGomJiUycOJGDBw+6tamoqCA/Px+r1YrVaiU/P5/KysquhCsi3lR3CqrO/j8O+x6gs+d/dA8Y499YxCcKi0u57vkPufOVdTyytIg7X1nHdc9/SGFxqb9Dk1Z0OgHauHEjL7/8Mpdffrnb8blz5zJv3jwWLFjAxo0bsdlsjBkzhurqalebgoICli1bxtKlS1m9ejUnTpxg/PjxNDQ0uNpMnjyZoqIiCgsLKSwspKioiPz8/M6GKyJe0NBoWPvlMf5SdIjPPt/sOBjX0zETKpylXOS4Pl0Jp477NRTxvsLiUh5YsplS+2m342X20zywZLOSoADVqQToxIkT/OhHP+KVV16hV69eruPGGF544QWefvppbrvtNnJzc3nttdc4deoUb775JgB2u51XX32V3/zmN4wePZqrrrqKJUuWsHXrVlauXAnAjh07KCws5Pe//z15eXnk5eXxyiuv8Ne//pVdu3Z1w2mLSFc1/ca78O0PAKhM6A+WMO/2j44Ha1/HbQ2DhbSGRsOsd7fTUj+f89isd7fT0KiewEDTqQTowQcf5JZbbmH06NFux0tKSigrK2Ps2LGuY7GxsYwcOZI1a9YAsGnTJurr693aZGVlkZub62qzdu1arFYrw4YNc7UZPnw4VqvV1aap2tpaqqqq3C4i4h0tfePNtpQB8PcjyfrGC9oUNUxsKDnerOfnfAYotZ9mQ4l6AgONxwnQ0qVL2bx5M3PmzGl2X1mZ4w9gRkaG2/GMjAzXfWVlZcTExLj1HLXUJj09vdnzp6enu9o0NWfOHFe9kNVqpW/fvp6emoh0QGvfeC+KcCQ9JY2Z+sYLmgofJsqrW09+OtNOfMejBOjAgQM88sgjLFmyhLi4uFbbWZp0fxtjmh1rqmmbltq39TxPPfUUdrvddTlw4ECbrycindPaN95siyMB+tJk6hsvKAEKE+lJrX8Wdqad+I5HCdCmTZsoLy9n6NChREVFERUVxapVq/jtb39LVFSUq+enaS9NeXm56z6bzUZdXR0VFRVttjl8+HCz1z9y5Eiz3iWn2NhYkpOT3S4i0v1a/iZruOhsAlRiMttoF0a0KWpYuDY7hUxrHK19xbcAmVbHlHgJLB4lQKNGjWLr1q0UFRW5Ltdccw0/+tGPKCoq4qKLLsJms7FixQrXY+rq6li1ahUjRowAYOjQoURHR7u1KS0tpbi42NUmLy8Pu93Ohg0bXG3Wr1+P3W53tRER/2jpm2wvqulpcWz8+ZXJaLVdWHEmQMe/hMZG/8YiXhMZYWHmhMEAzZIg579nThis9YACkEcLISYlJZGbm+t2LDExkdTUVNfxgoICZs+eTU5ODjk5OcyePZuEhAQmT54MgNVq5Z577mHGjBmkpqaSkpLCY489xpAhQ1xF1YMGDWLcuHFMnTqVhQsXAnDvvfcyfvx4Bg4c2OWTFpHOc37jLbOfdtUBOQugD5o0aonVN16Anv0gIhrOnHasj9Szn78jEi8Zl5vJi3ddzax3t7sND9usccycMJhxuZl+jE5a0+0rQT/++OPU1NQwbdo0KioqGDZsGMuXLycpKcnVZv78+URFRTFp0iRqamoYNWoUixcvJjLy3O7Rb7zxBtOnT3fNFps4cSILFizo7nBFxEPOb7wPLNmMBccslwERXwPwVaMN0DdeACIiHesBHd3lqANSAhTSxuVmMmawTStBBxGLMaG5TGlVVRVWqxW73a56IBEvKCwudX3jfTxqKdOi3uGtiHEk3vaCvvE6/WEy7HoPvvNruHaqv6MRCQq++vzWXmAi0innf+Ptv3IRlML3xtxAhJKfc7QWkEjA0m7wItJpkREW8gakknXGsQdYRFqYb4LalKbCiwQsJUAi0jWNDXB8r+N2WphvgtqUEiCRgKUhMBHpGvtBaKiFyJhz+1+JgzMBqtwPZ2ohKta/8UjAa2g0KqT2ESVAItI1x/Y4rlMucsx8knN6pENsMtRWwfESSL/U3xFJADt/YoFTpqbSe42GwESka5wrHadq+KsZi0WF0NIhLW0wDFBmP80DSzZrg2EvUAIkIl3j/GBXAtQy1QFJO1rbYBhwHdMGw91PCZCIdM3Rs0NgSoBapgRI2tHaBsNOBrTBsBcoARKRrnEOgWkKfMu0Kaq0o6MbB4f9BsPdTAmQiHRefQ3YDzhuqweoZa4aoD3+jUMCVkc3Dg77DYa7mRIgEem8Y18CBuKskJDq72gCU+rZnrGTR+CUhjCkOecGw61NdreANhj2AiVAItJ5R3c5rtMGOmY8SXOxPSC5j+P2UfUCSXPODYaBZkmQ89/aYLj7KQESkc5zfqD3vsS/cQQ6Z32UM2EUaWJcbiYv3nU1Nqv7MJfNGseLd12tdYC8QAshikjnHTmvB0ha13sg7P0Iju72dyQSwM7fYFgrQXufEiAR6TznB3qaeoDa5OwBOqIESNrm3GBYvE9DYCLSOY0N59a20RBY25w9ZOoBEgkYSoBEpHMq98OZ0xAZCz37+zuawNb7bAJUuQ/qtZaLSCBQAiQinXP+CtDaBLVtib0dSwWYRq0ILRIglACJSOe4psBrBeh2WSwaBhMJMEqARKRznB/kvTUDrEOcheJKgEQCghIgEemcI5oB5pHeSoBEAokSIBHxnDHnDYEpAeoQ5xCYpsKLBAQlQCLiuVPHoKYCsGgT1I5y1kod2wONjf6NRUSUAIlIJzhXgO7ZF2IS/BtLsOh1IUTGOJYOsO/3dzQiYU8JkIh4TitAey4i8lxvmYbBRPxOCZCIeM6VAGkGmEc0E0wkYCgBEhHPuRIgrQHkEeeSAdoVXsTvlACJiOeOaA2gTnH1AO3xbxwiogRIRDxUd/JcEa+GwDzjTICOqAdIxN+UAImIZ5x7WcWnQGKqf2MJNqkXAxaoOQ4nj/o7GpGwpgRIRDyj4a/Oi0lwLB0AKoQW8TMlQCLiGRVAd4k5O2xYtGU9a788RkOj8XNEIuFJCZCIeObIDse16n88VlhcytKSOAA2fbqeO19Zx3XPf0hhcamfIxMJPx4lQC+++CKXX345ycnJJCcnk5eXx9/+9jfX/cYYnnnmGbKysoiPj+eGG25g27Ztbs9RW1vLww8/TFpaGomJiUycOJGDBw+6tamoqCA/Px+r1YrVaiU/P5/KysrOn6WIdJ/ynY7r9EH+jSPIFBaX8sCSzRSdtgGQY3H83Suzn+aBJZuVBIn4mEcJUJ8+fXjuuef49NNP+fTTT7nxxhu59dZbXUnO3LlzmTdvHgsWLGDjxo3YbDbGjBlDdXW16zkKCgpYtmwZS5cuZfXq1Zw4cYLx48fT0NDgajN58mSKioooLCyksLCQoqIi8vPzu+mURaTT6k/D8S8dt9MH+zeWINLQaJj17nYMsKfxAgByIg4B4BwAm/Xudg2HifiQxRjTpf9xKSkp/Md//Ad33303WVlZFBQU8MQTTwCO3p6MjAyef/557rvvPux2O7179+b111/n9ttvB+Drr7+mb9++vP/++9x0003s2LGDwYMHs27dOoYNGwbAunXryMvLY+fOnQwc2LFu96qqKqxWK3a7neTk5K6coog4lW2Fl66DOCs8sQ8sFn9HFBTWfnmMO19ZB0APTlEc91MALj/9MlX0cLX7w9Th5A3QzDoJb776/O50DVBDQwNLly7l5MmT5OXlUVJSQllZGWPHjnW1iY2NZeTIkaxZswaATZs2UV9f79YmKyuL3NxcV5u1a9ditVpdyQ/A8OHDsVqtrjYtqa2tpaqqyu0iIt3MOfzVe5CSHw+UV5923T5BAgdNGgCXWA622k5EvMvjBGjr1q306NGD2NhY7r//fpYtW8bgwYMpKysDICMjw619RkaG676ysjJiYmLo1atXm23S09ObvW56erqrTUvmzJnjqhmyWq307dvX01MTkfaUb3dcq/7HI+lJcW7/dg6DDYw42GY7EfEejxOggQMHUlRUxLp163jggQeYMmUK27dvd91vafKt0BjT7FhTTdu01L6953nqqaew2+2uy4EDBzp6SiLSUUdUAN0Z12ankGmNw/kXbJdxfEFzFkJbgExrHNdmp/gnQJEw5HECFBMTw8UXX8w111zDnDlzuOKKK/jP//xPbDbHzIamvTTl5eWuXiGbzUZdXR0VFRVttjl8+HCz1z1y5Eiz3qXzxcbGumanOS8i0s3Kz06B732pf+MIMpERFmZOcBSNW4DdjX0AGGg56EqKZk4YTGSEhhVFfKXL6wAZY6itrSU7OxubzcaKFStc99XV1bFq1SpGjBgBwNChQ4mOjnZrU1paSnFxsatNXl4edrudDRs2uNqsX78eu93uaiMiflB3Ciq+ctzWDDCPjcvN5MW7rsZmjWO3cSRAl0QcwGaN48W7rmZcbqafIxQJL1GeNP75z3/OzTffTN++famurmbp0qV8/PHHFBYWYrFYKCgoYPbs2eTk5JCTk8Ps2bNJSEhg8uTJAFitVu655x5mzJhBamoqKSkpPPbYYwwZMoTRo0cDMGjQIMaNG8fUqVNZuHAhAPfeey/jx4/v8AwwEfGCo7sAAwmp0KO3v6MJSuNyMxkz2ManewZi/vALUi3VrH5oCJFJzeseRcS7PEqADh8+TH5+PqWlpVitVi6//HIKCwsZM2YMAI8//jg1NTVMmzaNiooKhg0bxvLly0lKSnI9x/z584mKimLSpEnU1NQwatQoFi9eTGRkpKvNG2+8wfTp012zxSZOnMiCBQu643xFpLNcCyCq96crIiMsDBvYB1Ky4fheIo/sACVAIj7X5XWAApXWARLpZst/AWt+C9+YCrf82t/RBL+lP4Kdf4Vxz8Pw+/0djUjACPh1gEQkzLhmgKkAuls4C8mde6uJiE8pARKRjtEQWPdyLiVQrgRIxB+UAIlI+2qrwb7fcVtT4LuHM5Es3wGhWYkgEtCUAIlI+47sclz3yIAELdbXLVIvhogoqK2Cqq/9HY1I2FECJCLtcw7TaAXo7hMV40iCQMNgIn6gBEhE2udaAVoJULdy1QFtb7udiHQ7JUAi0r7DWx3XGZf5N45Q01uF0CL+ogRIRNpmDJQVO27bcv0bS6hRD5CI3ygBEpG2VZdBzXGwRGgIrLs5e9SO7ISGM/6NRSTMKAESkbYdPtv7k5oD0XH+jSXU9MqG6EQ4cxqOf+nvaETCihIgEWlb2dn6Hw1/db+ICMg4ux6Q8+csIj6hBEhE2nZ4m+M6QwmQV9iGOK6VAIn4lBIgEWmbcwjM+UEt3cuZWDp/ziLiE0qARKR19afh6B7HbU2B9w5XD5ASIBFfUgIkIq07sgNMA8SnQFKmv6MJTemDAQucKIMTR/wdjUjYUAIkIq1z1v/YcsFi8W8soSq2B6Rc5Lh9WHVAIr6iBEhEWuccllEBtHc5Z9hpGEzEZ5QAiUjrDisB8okMzQQT8TUlQCLSooaGRuq/dnwgf3amLw2Nxs8RhTBnIbRmgon4jBIgEWmmsLiU7z3/J6LrKjljIpj01jGue/5DCotL/R1aaHIOgR3dDWdq/RuLSJhQAiQibgqLS3lgyWbSTuwG4EuTRS0xlNlP88CSzUqCvCH5AojrCY1nHPuCiYjXKQESEZeGRsOsd7djgFzLVwAUmwsBcA6AzXp3u4bDupvFohWhRXxMCZCIuGwoOU6p/TQAQyJKAChuzHbdb4BS+2k2lBz3R3ihTQmQiE8pARIRl/Lq067buS0kQC21k26SeYXjuvQz/8YhEiaUAImIS3pSHABp2Mm0HKfRWNhu+rfaTrpR5pWO69LPoLHBr6GIhAMlQCLicm12CpnWOFfvT4mxcZJ41/0WINMax7XZKX6KMISl5UB0ItSfOrf/moh4jRIgEXGJjLAwc8JgVwH0VnNu+Mu5EcbMCYOJjNC2GN0uIhIyL3fc/nqLf2MRCQNKgETEzbjcTO7qXwG41//YrHG8eNfVjMvVpqhek3WV47q0yK9hiISDKH8HICKBx3ZyFwDf+84tDEm8kvQkx7CXen68zFkHpB4gEa9TAiQi7k4dB/t+AC4beh2XxVn9HFAYcfYAlW2FhjMQqT/RIt6iITARcefsfUi5CJT8+FbqxRDT42wh9G5/RyMS0pQAiYg75zo0znVpxHciIs5bD6jIr6GIhDqPEqA5c+bwjW98g6SkJNLT0/nud7/Lrl273NoYY3jmmWfIysoiPj6eG264gW3btrm1qa2t5eGHHyYtLY3ExEQmTpzIwYMH3dpUVFSQn5+P1WrFarWSn59PZWVl585SRDrO+cHrrEcR31IdkIhPeJQArVq1igcffJB169axYsUKzpw5w9ixYzl58qSrzdy5c5k3bx4LFixg48aN2Gw2xowZQ3V1tatNQUEBy5YtY+nSpaxevZoTJ04wfvx4GhrOLf41efJkioqKKCwspLCwkKKiIvLz87vhlEWkTYc2O66d9SjiW86f+9dFfg1DJOSZLigvLzeAWbVqlTHGmMbGRmOz2cxzzz3nanP69GljtVrNSy+9ZIwxprKy0kRHR5ulS5e62hw6dMhERESYwsJCY4wx27dvN4BZt26dq83atWsNYHbu3Nmh2Ox2uwGM3W7vyimKhJeqMmNmJhsz02pMjf7v+MWR3Y734N8zjDlT7+9oRHzOV5/fXaoBstvtAKSkOFaFLSkpoaysjLFjx7raxMbGMnLkSNasWQPApk2bqK+vd2uTlZVFbm6uq83atWuxWq0MGzbM1Wb48OFYrVZXm6Zqa2upqqpyu4iIhw596rjufSnEJfs3lnCVMgBikuBMDRzd1X57EemUTidAxhgeffRRrrvuOnJzcwEoKysDICMjw61tRkaG676ysjJiYmLo1atXm23S09ObvWZ6erqrTVNz5sxx1QtZrVb69u3b2VMTCV8HzyZAfYb6N45wFhEBWVc6bjvfDxHpdp1OgB566CE+//xz/vCHPzS7z2JxXyzNGNPsWFNN27TUvq3neeqpp7Db7a7LgQMHOnIaInI+Zw/QBdf4N45w1+fsz//gRv/GIRLCOpUAPfzww7zzzjt89NFH9OnTx3XcZrMBNOulKS8vd/UK2Ww26urqqKioaLPN4cOHm73ukSNHmvUuOcXGxpKcnOx2EREPNDacK4DuowTIr/p8w3GtHiARr/EoATLG8NBDD/H222/z4Ycfkp2d7XZ/dnY2NpuNFStWuI7V1dWxatUqRowYAcDQoUOJjo52a1NaWkpxcbGrTV5eHna7nQ0bNrjarF+/Hrvd7mojIt3syC6oOwHRCdB7kL+jCW/OBOjITjht928sIiHKo3XWH3zwQd58803+8pe/kJSU5OrpsVqtxMfHY7FYKCgoYPbs2eTk5JCTk8Ps2bNJSEhg8uTJrrb33HMPM2bMIDU1lZSUFB577DGGDBnC6NGjARg0aBDjxo1j6tSpLFy4EIB7772X8ePHM3DgwO48fxFxcg5/ZV2tLRj8rUc69OwPlfvg0CYYcKO/Iwp7DY2GDSXHKa8+rb3xQoRHf+VefPFFAG644Qa344sWLeInP/kJAI8//jg1NTVMmzaNiooKhg0bxvLly0lKSnK1nz9/PlFRUUyaNImamhpGjRrF4sWLiYyMdLV54403mD59umu22MSJE1mwYEFnzlFEOkIF0AHB+UHbp0cufSv30bh/AxFKgPyqsLiUWe9up9R+2nUs0xrHzAmDGZeb6cfIpCssxhjj7yC8oaqqCqvVit1uVz2QSEe8+E04XAyTXofBE/0dTVg6/4N2SuQHzIp+jbWWq7B//w/6oPWTwuJSHliymaYflM6+nxfvulrvTTfz1ee39gITEag9AeXbHbdVAO0Xzg9aZy/D5sYcAAY17mbakk8pLC71Z3hhqaHRMOvd7c2SH8B1bNa722loDMl+hJCnBEhEHPtOmUZIyoLkLH9HE3Za+qDdYfpx2kTT03KSbEupPmj9YEPJcbdhr6YMUGo/zYaS474LSrqNEiARgf1rHdf9hvs3jjDV0gftGaL43FwEwFURX+iD1g/Kq1tPfjrTTgKLEiAROS8ByvNvHGGqtQ9Q5zDY1ZY9bbYT70hPiuvWdhJYlACJhLuGM3Dg7Jpb6gHyi9Y+QLc0XgzA0IjdbbYT77g2O4VMaxytTXa34JgNdm12ii/Dkm6iBEgk3B0udiyAGJsMGZf5O5qw1NoH7aeNjnXPBkYcZGByvT5ofSwywsLMCYMBmr03zn/PnDBY6wEFKSVAIuFu/zrHdd9rISKy7bbiFa190B7Dyp7GCwCYM7RaH7R+MC43kxfvuhqb1b33zWaN0xT4IKflXkXCnep/AoLzg7bpgnvFUZeR03iIq80OP0YX+tpa6XlcbiZjBtu0EnSIUQIkEs6MUQIUQFr6oB128hS8vRz2/dPf4YWsjqz0HBlhIW9Aqr9CFC9QAiQSzipK4MRhiIiGC672dzRCCx+0Vd90XJd97tgYNc7qn8BCVGsrPZfZT/PAks0a5gphqgESCWf7zvb+XHA1RMf7NxZpWXIW9Mp2LFTpnK0n3UIrPYc3JUAi4eyrfziuNfwV2Pqf7QXSMFi30krP4U0JkEi4MgZKPnHcvmikf2ORtl14NgH6SglQd9JKz+FNCZBIuDq+F6oOQWQM9NUCiAGt/wjH9deboe6Uf2MJIVrpObwpARIJV3s/dlz3uRZiEvwairSjZ39I7gONZ+DAen9HE3QaGg1rvzzGX4oOsfbLY66aHq30HN40C0wkXDmHv7K/5d84pH0Wi+N9+uxN2PsRDPi2vyMKGu1NcZ85YTAPLNmMBdyKobXSc+hTD5BIOGpsPFcArfqf4OBMer78yL9xBKDWenicU9ybFjo7p7gXFpdqpecwph4gkXBUvg1OHYPoRMjS+j9B4aIbHNdln8PJo5CY5tdwAkVrPTy/uGUQ//7ejlanuFtwTHEfM9gWdCs9t7VqtXScEiCRcOQc/uqfB1Ex/o1FOqZHOmTkOjav3fsxDPmBvyPyu7YWMZz25pY2H3v+FPe8AalBs9JzR1atlo7REJhIOHIWQKv+J7g4e4H2ahisI4sYdkQwTXHvyJCedJwSIJFwU18DJWfrfwaM8m8s4hlXHdDHjnWcwlh7ixh2VLBMcdeq1d1PCZBIuPnqn3CmBpKyIOMyf0cjnug3wrFuU9VBOLrH39H4RGsFzl3tuQm2Ke5atbr7qQZIJNx8scJxnTPaMb1agkdMAvQb7qjh2vsR9L7E3xF5VVv1Lp703ITCFHetWt391AMkEm72nE2ALh7j3zikcy4e7bje/YF/4/Cy9updKk7WdmgRw99NDo0p7lq1uvupB0gknBz7Eo5/CRFR5wpqJbhcMg5W/JtjHafaaohN8ndE3a69ehcL8O/v7eAXtwzmwTfbXsRwXG4mN+UGzxT31jhXrS6zn27x52LBkdgFy5BeIFAPkEg4+WKl47pfHsQl+zcW6Zy0S6BXNjTUheyiiB2td+mVGNOhRQydU9xvvfIC15T3YBMZYWHmhMEAzXq9gnFILxCoB0gknLiGv0b7Nw7pPIuFxkvGEbH+Rfate5uvY78ZlD0abfGk3uXWKy8IqkUMu8K5anXTuiib1gHqFCVAIuGi9sS5BRBzxmg12SBVWFzKXzfbWAAk7Ps7k19Zg82aEFIfgJ7WuwTLIobdIdhWrQ5kSoBEwsUXK6ChFnplU1jei1n/34daTTbIOAuDI8mmKjae3pYqrrR8SZE9hweWbA66wt7WqN6lbeGU8HmTaoBEwsWOdwHY2/tGHnhji1aTDTLnFwafIYpPGq8AYFTk5pBbCE/1LuILSoBEwsGZWti9HIDZJRdrNdkg1LQweEWDYxPbmyI+BUJvITzt0i7epiEwkXCwdxXUVVMXn8HfK/q22qzpBpESOJoWBn/YeDW1JoqciEPkWA6yx/RxtQuV+i7Vu4g3KQESCQc73gHgkO1GTEX7Hb9aTTbwNC0MriaBTxovZ0zkZsZHrmP+Gcfu8F8dPcV1z4dOfZfqXcRbPB4C++STT5gwYQJZWVlYLBb+/Oc/u91vjOGZZ54hKyuL+Ph4brjhBrZt2+bWpra2locffpi0tDQSExOZOHEiBw8edGtTUVFBfn4+VqsVq9VKfn4+lZWVHp+gSNhrOAO73gfg1IDvdOghWk028DgLg8/v+3ivYTgA34lYjwVDz4RoXli5W/VdIh3gcQJ08uRJrrjiChYsWNDi/XPnzmXevHksWLCAjRs3YrPZGDNmDNXV1a42BQUFLFu2jKVLl7J69WpOnDjB+PHjaWhocLWZPHkyRUVFFBYWUlhYSFFREfn5+Z04RZEw99UncOoYxPfi0mHjOrR9QLjOrglkLRUGr2y8mloT7RoGA1TfJdJBHidAN998M7/61a+47bbbmt1njOGFF17g6aef5rbbbiM3N5fXXnuNU6dO8eabbwJgt9t59dVX+c1vfsPo0aO56qqrWLJkCVu3bmXlSscqtTt27KCwsJDf//735OXlkZeXxyuvvMJf//pXdu3a1cVTFgkzn//JcT34u0RGx2h2TRBrWhh8ggRWNV4OwL9fvJvKU/WtPjZQi6Rb2+1dxNu6tQaopKSEsrIyxo4d6zoWGxvLyJEjWbNmDffddx+bNm2ivr7erU1WVha5ubmsWbOGm266ibVr12K1Whk2bJirzfDhw7FaraxZs4aBAwc2e+3a2lpqa2td/66qqurOUxMJTnWnXNPfufx2QKvJBrumhcHZR34E/9zE4IoPgRtpntq6C6T6rrZ2e9fvoXhbtyZAZWVlAGRkZLgdz8jIYN++fa42MTEx9OrVq1kb5+PLyspIT09v9vzp6emuNk3NmTOHWbNmdfkcRELK7r9BXTVY+0Hfc18oNLsmuLkVBtdOgvVPk3SihCssX/KZubjNxwZKfZdzUcem/T3OeiVNdRdv88o6QBaL+x9RY0yzY001bdNS+7ae56mnnsJut7suBw4c6ETkIiHGOfw15AcQ4f7fPRQ2iBQcu8EPngjAlPh/BkV9V3u7vYPqlcT7ujUBstlsAM16acrLy129Qjabjbq6OioqKtpsc/jw4WbPf+TIkWa9S06xsbEkJye7XUTC2sljju0vAC6f5N9YxLuunAzAhMg1xFIX8PVdHd3tPdDqlSS0dGsClJ2djc1mY8WKFa5jdXV1rFq1ihEjRgAwdOhQoqOj3dqUlpZSXFzsapOXl4fdbmfDhg2uNuvXr8dut7vaiEg7PvsDNJ6BzCsgfZC/oxFvuvBbYO1LdH01S0ceC/jVkz3Z7V3EWzyuATpx4gRffPGF698lJSUUFRWRkpJCv379KCgoYPbs2eTk5JCTk8Ps2bNJSEhg8mTHNxSr1co999zDjBkzSE1NJSUlhccee4whQ4YwevRoAAYNGsS4ceOYOnUqCxcuBODee+9l/PjxLRZAi0gTxsCmxY7bQ3/iz0jEFyIi4Io74ZO5XHn0PVY/8XZA13d5utu7iDd4nAB9+umnfPvb33b9+9FHHwVgypQpLF68mMcff5yamhqmTZtGRUUFw4YNY/ny5SQlJbkeM3/+fKKiopg0aRI1NTWMGjWKxYsXExkZ6WrzxhtvMH36dNdssYkTJ7a69pCINLFvDRzbA9GJkPsDf0cjvnDlZPhkLnz5EZFVB8kb0PqWJ/6m3d4lEFiMMSFZZVZVVYXVasVut6seSMLP2/fC53+Eq38ME//L39GIryweD1/9A657FEbP9Hc0bXLOAgP3xRud/VSBNGQnvuWrz2/tBi8Sak4ew2z7MwCrkm7R4nLh5Np7HdebX4P6rtXPeHuBQu32Lv6mzVBFQszu93/LJQ21bG28kCkfnAHWaXG5cDHwO5DcB6oOQvFbcNWPWm3a1o7xHV2gsKu7zms9KvEnDYGJhJAPPtvHVW9/i3RLJY/UTeMvjdcBGlYIK/+YB3+f5Zj9d+8qaGHttLYSHKDFBQqb/g5pFWfxFg2BiYhHGhoNG959hXRLJaUmhfcbh7vu0+JyYeTqKRAZC6WfOYrhm3DW3rS0Y/z9Szbz5Ntb212g8P3PW38O7TovwUIJkEiI2LD3GD+o+wsAr50ZS32TEW4tLhcmElNdCyPyj9+43dWRFZg7sqHqv/6luEOrOGujUwlkqgESCRGWLz5gUMR+TppY3my4sdV2WlwuDHzzEdj8P/Dl3+HrLZB1FdD+CswddfxkXav3OZOkBR9+wdKN+zVE5gddrc0KF0qAREKBMeTu/h0ArzeMpYoerTbV4nJhICXbsf/b53901ATd/jrg2+R3/srdzY5po1PvU21Wx2kITCQU7C6kx/FiThHHK2duabFJIG2GKT5w3c8c1zvehcPbgK4nvxYgJTG6049XLZp3tVXfpdqs5pQAiQQ7Y+DjOQCUDcznOMkBvxmm+ED6IBj8XcDAylnAuRWY29oxvmdCNBZo9XfoV7fmtvkc7VEtmnd0pL5Liac7JUAiwW7r/zlm/MT04KKJT2lxOTln1L+BJRL2fABfrSYywuKa6t5agvPcbUPa/B36zuVZ7T5HR6gWrXu1V9+lxLM51QCJBCFnkeOxigrGfPgLYsEx5JGYyrhctLicOKQOcGyG++mrsOLf4Kd/d63A3LROxNakTqSt36G2nuOOb/Rl/so97YamWrTu1dGEUonnOUqARILM+UWOD0e+zfjoUkpJY6v1+4w92yYywkLegFS/xikB4oYn4bOlcGiT4/rKOzu0AnN7v0OtPQfA0o0HtNGpj3U0oVTieY6GwESCyPlFjn0sR3gg6l0Anq27k/v+sF1FjtJcj3QY+f8ct5c/DaccQyDOBOfWKy8gb0Bqp3oIW3qOjgyzqRat+3WkvkuTINwpARIJEu5FjobZUb8nwVLL+sZL+evZVZ9V5CgtynsIeg+CU8cc22R4mTY69T0lnp7TEJhIkDi/yPEHkZ/wrcitnDbRPFk/FbC4FTlq+EvcREbD+Hmw6GbYtBguuw0uGunVl9RGp77X0fou0GKJoARIJGg4ixezOMovohwL271w5vuUmMwW24m46T8Chv4LbFoEf34AHvgnxPfy6kuqFs33OpJ4arFEBw2BiQSY1vZPSk+KI4oz/DZmAVbLKYoaL+KVhuaLHqrIUVp107OQMgCqDsFfH3WsISUhp636Li2WeI56gEQCSFvfzMYMtvFvicu4pmE3VSaBh+qn00Ckq51m10i7YhLhtlfg1TGw7W3olwfD7vV3VOIj7S2WaMFRRzhmsC0shsPUAyTiY6318LT3zay48Pf8uGEZAE/WT+WgSXe1UZGjdFifoTDml47bhU9CyT/8G4/4jCeLJbb2dyqUqAdIpBu1V1jYWg/PL24ZxL+/t6PVb2bXWHYxaMOzAJTk/Atb9o+EdoocRVqV96Bj9fCt/wv/+2O4+wPofYm/oxIv62h94IrtZTz6v0Xt1ggFeyG1xZjQHASuqqrCarVit9tJTk72dzgSBtorLHT28DT9D2eBFhMfp0GWfbwZ8yy9LCc43ncsKf+ylAYigvoPjwSA+hrHrLCvt0ByH7i7EHr29XdU4kVrvzzGna+s69RjnX9dnMsYdKSQurMJkq8+v5UAiZzV3n/Wtu5vK7kB+O/JV/Hv7+1os/u5JZda9vNmzK9IsZygqHEAByf+kfHX5HThLEXOc/KoIwk6uhtSLoIfv6MkKIQ1NBque/7DVlfpBoiwQGujXc46w1/cMpgH32z9792Ld10N0KGZZi39XT15oloJUFcoARJPdKT3pq3i5Oue/7DV5MYC9EqM5vjJeo9iGmrZxe9jfkMvywk+a7yI/LqnWDh1lKYVS/eyH4L/bxzY90PyBZC/DHoP9HdU4iXOL2vg3vPcXk/0+VISYzh+sq7F+yyANSEa+6n6NhOktv6uPvbtvvwgb6ASoM5SAhQ6umOcuSu9N/d+K5uXPylp9f6C0Tkd2vzRExMi1vDr6IXEWuopahzAlLonSLCmsfqJGzXUJd3PfhBe/56jJyiuJ/zgVbh4tL+jEi9pLfH4Tq6NV//5lVdfuyO9SI21p9j/wiQlQJ2lBMg3ujJs1JE2HV2wq7PP0V7vDbTfJWyNj6ayxrPendbEUse/Rr1BftQKAJY3DOWR+oc4Tay2EBDvOnkM3pwEhz4FLPDtp+H6RyEist2HSvBp6W/mhpLjna4R8lRbvUhGCVDXKAFqX1eTl64MGzk/yNtqA7TZM9ORYrz2nsMbvTetSUmMoeJkXas7ZN+YdID58a+SXLUbgBfPTOA/ztxOhjVBM7zEN+pPQ+ETju0yAPpcC7f+t2aIhYn2aoQ6O5zvqcbaUxxQAtR5oZwAdbVXBbqevHR12MhZJNfWrKieCdFUnmr5P1pHulE78hzd1XvTMz4ae03zMe+WYgX3sfY07BRE/R8/ivoQCwaTkMaOvF+zJ+lazfAS/9jyBvztCairhshYx7T5bz4C8T39HZl4WVs1QnBuQkdbhdRdpQSoi/yVAAXCkJC3k5eOzGhqb9goIzkWsFBW1bV9q9rqRvWln42+hBdWOnpuWvqj0VJvVRp2fhr1HlOiVhBPraPh5XfA2F9Bj94+jV+kGftBeLcAvnAMxxLfy7Gr/DV3Q4JWGw9lHf0MgZYLqXu2UgTtbNNeL5ISoC7qTAIUCkNC7bXpjuTFF12gvtRW7w04fh7GtDxDwtm7s/qJG1mxvaz9eqXGBhpK/kHFJ6+Qsr+QCHPGcTzrasfqvNnXd+epiXSNMbDrb7DyGTi6y3EsKh6uuB2uuNMxRBahDQVCUVc+74Au9SIpAeoiTxOgUBgSaq9XJRSTl+7QXu+N871r7f7zi5Nb/KNRVwX71sLuv8HO9+DkkXNP0ucb8K3HIWcMWDTMJQGq4QwU/x+sXQBlW88dt/aDwRPhom87dpuPSfBfjOJzXRmtaKsXqUEJUNd4kgCF0pBQuOiOZM6T3puOzkbjtB3Kd0L5dji8DQ6sg7Ji3P6Lx1oh9za45l8g84pOxy/ic8bAV6uh6A3Y8S7UnTh3X2QMZF3l+J3OvBJsQxyLK8b28Fu44l+d7UXSOkBd1NEEyFn1riEhz7Q1ownaHzZyJnyHq1qfbeBcTAs6143akedotfemRyzX9k8msrEOztRCrZ2GU3Z2fnWAk/ajpEaeJjuxlojqUqg65LjYD8HJ8pZ/ICkXwUU3wKAJcOH1EBndcjuRYFFfA7s/gC9Wwt6PwX6g5XaJ6dDrQujZD3pkQGIqJPZ2XOJ7OXaoj06AmB7nbmtYLWxoJeg2/O53v+M//uM/KC0t5bLLLuOFF17g+uvbr5NwJUALx5Mc7/ywaX6qlafq+Pyg3e2YpYV2LR9rrsPtLB17jZY0bedpbFERFs6czeg6c17RkRFc0DOefccc3/5aSizSk2Ipr65t9TX6p8QDsP/4qVZft29KAhYMZfbT1Dc0utpERVqwJceRHBdN1el6DlWcoinna17Qy/E6h6tqOXP2ORznYCE9KZak2ChoqHNczpyGM3XQUOtIejo7xyH5AkgfBL0vhT7XQL88SLJ17rlEgoExcHwvHNoMpUWOjVYPF0NNReeeLyre8SUhIursdTRERp29Pns8IhKwnB06buXaEnHeMVpvKwGlqqYe631/De8E6I9//CP5+fn87ne/45vf/CYLFy7k97//Pdu3b6dfv35tPtaVAD2ZRHKsfsGli6ITIc7qmAYcZz13ScoEax9H0mO9AHr211RhEaeaSqj4ynGp3A+njjr2Hzt5BE6UO4aM609B3Un34TQJa1W1Butz1eGdAA0bNoyrr76aF1980XVs0KBBfPe732XOnDltPtaVAK1+leQe5xfmuSdDe8pPsOCjL5o93rTSD9K8nUNibBQna8+0/liLBZoMCTlvO4dqwEJlC1MHDRYsQEJsJKdqGwBoPO9+y9k29428CICFq/a6Pf/57r/hYq7u14vN+ytYuuEAFafqXPH2Sojmjmv7MbRfLzadvf/4qXNTzHslxHLntX0Z2v/cFNgGA7sPV2OvqccaH80lGUlEntd93WAMuw9XU1lTT8/4mLP3O38+lnNtyqqprKnDmhDLwIwkIt16wJv8PFsoFm4wFnaVVVF5qo6eCTEMtCW3snZOC8ciYyAqxrHeSVTs2X+ffx3r+PYpIt7T2AhnahzJUP0pR+F1Yz001EPjGcelof7ssTNgGhw9T5g2rhubHKN5Gwk4VdUnsV7/0/BNgOrq6khISOBPf/oT3/ve91zHH3nkEYqKili1apVb+9raWmpra13/rqqqom/fvh2uAWpvd9z2pkG3tsidJzOJoO2pgx3dYbc7to/oyP0iIiLdzVfr+AXs19qjR4/S0NBARkaG2/GMjAzKysqatZ8zZw6zZs3y+HUiIyzMnDCYB5ZsbrYbrvOjfur1juSltfudicWLEVc3Szxs5yUeV/Xr1eb94Ehy2mszZrCtzcRkXG5mu22c597WzuLt3S8iIhKsArYH6Ouvv+aCCy5gzZo15OXluY4/++yzvP766+zcudOtfWd7gJy6YxFD8P5K0CIiIqEs7HuA0tLSiIyMbNbbU15e3qxXCCA2NpbY2NhOv157vSa+7FVRz4uIiIh3BWwCFBMTw9ChQ1mxYoVbDdCKFSu49dZbvfKaGhISEREJDwGbAAE8+uij5Ofnc80115CXl8fLL7/M/v37uf/++/0dmoiIiASxgE6Abr/9do4dO8Yvf/lLSktLyc3N5f3336d///7+Dk1ERESCWMAWQXeVr4qoREREpPv46vNbG66IiIhI2FECJCIiImFHCZCIiIiEHSVAIiIiEnaUAImIiEjYUQIkIiIiYUcJkIiIiIQdJUAiIiISdpQAiYiISNgJ6K0wusK5wHVVVZWfIxEREZGOcn5ue3ujipBNgI4dOwZA3759/RyJiIiIeOrYsWNYrVavPX/IJkApKSkA7N+/36s/wEBTVVVF3759OXDgQFjtgabz1nmHA523zjsc2O12+vXr5/oc95aQTYAiIhzlTVarNax+cZySk5N13mFE5x1edN7hJVzP2/k57rXn9+qzi4iIiAQgJUAiIiISdkI2AYqNjWXmzJnExsb6OxSf0nnrvMOBzlvnHQ503t49b4vx9jwzERERkQATsj1AIiIiIq1RAiQiIiJhRwmQiIiIhB0lQCIiIhJ2gjYBevbZZxkxYgQJCQn07NmzxTb79+9nwoQJJCYmkpaWxvTp06mrq2vzeWtra3n44YdJS0sjMTGRiRMncvDgQS+cQff4+OOPsVgsLV42btzY6uN+8pOfNGs/fPhwH0bedRdeeGGzc3jyySfbfIwxhmeeeYasrCzi4+O54YYb2LZtm48i7rqvvvqKe+65h+zsbOLj4xkwYAAzZ85s9/c6GN/v3/3ud2RnZxMXF8fQoUP5xz/+0Wb7VatWMXToUOLi4rjooot46aWXfBRp95gzZw7f+MY3SEpKIj09ne9+97vs2rWrzce09v9/586dPoq665555plm8dtstjYfE+zvNbT898tisfDggw+22D5Y3+tPPvmECRMmkJWVhcVi4c9//rPb/Z39m/zWW28xePBgYmNjGTx4MMuWLfM4tqBNgOrq6vjhD3/IAw880OL9DQ0N3HLLLZw8eZLVq1ezdOlS3nrrLWbMmNHm8xYUFLBs2TKWLl3K6tWrOXHiBOPHj6ehocEbp9FlI0aMoLS01O3y05/+lAsvvJBrrrmmzceOGzfO7XHvv/++j6LuPr/85S/dzuFf//Vf22w/d+5c5s2bx4IFC9i4cSM2m40xY8ZQXV3to4i7ZufOnTQ2NrJw4UK2bdvG/Pnzeemll/j5z3/e7mOD6f3+4x//SEFBAU8//TRbtmzh+uuv5+abb2b//v0tti8pKeE73/kO119/PVu2bOHnP/8506dP56233vJx5J23atUqHnzwQdatW8eKFSs4c+YMY8eO5eTJk+0+dteuXW7vbU5Ojg8i7j6XXXaZW/xbt25ttW0ovNcAGzdudDvnFStWAPDDH/6wzccF23t98uRJrrjiChYsWNDi/Z35m7x27Vpuv/128vPz+eyzz8jPz2fSpEmsX7/es+BMkFu0aJGxWq3Njr///vsmIiLCHDp0yHXsD3/4g4mNjTV2u73F56qsrDTR0dFm6dKlrmOHDh0yERERprCwsNtj94a6ujqTnp5ufvnLX7bZbsqUKebWW2/1TVBe0r9/fzN//vwOt29sbDQ2m80899xzrmOnT582VqvVvPTSS16I0Dfmzp1rsrOz22wTbO/3tddea+6//363Y5deeql58sknW2z/+OOPm0svvdTt2H333WeGDx/utRi9rby83ABm1apVrbb56KOPDGAqKip8F1g3mzlzprniiis63D4U32tjjHnkkUfMgAEDTGNjY4v3h8J7DZhly5a5/t3Zv8mTJk0y48aNczt20003mTvuuMOjeIK2B6g9a9euJTc3l6ysLNexm266idraWjZt2tTiYzZt2kR9fT1jx451HcvKyiI3N5c1a9Z4Pebu8M4773D06FF+8pOftNv2448/Jj09nUsuuYSpU6dSXl7u/QC72fPPP09qaipXXnklzz77bJtDQSUlJZSVlbm9v7GxsYwcOTJo3t+W2O32Dm0aGCzvd11dHZs2bXJ7nwDGjh3b6vu0du3aZu1vuukmPv30U+rr670WqzfZ7XaADr23V111FZmZmYwaNYqPPvrI26F1uz179pCVlUV2djZ33HEHe/fubbVtKL7XdXV1LFmyhLvvvhuLxdJm22B/r8/X2b/Jrf0OePp3PGQToLKyMjIyMtyO9erVi5iYGMrKylp9TExMDL169XI7npGR0epjAs2rr77KTTfdRN++fdtsd/PNN/PGG2/w4Ycf8pvf/IaNGzdy4403Ultb66NIu+6RRx5h6dKlfPTRRzz00EO88MILTJs2rdX2zvew6e9FML2/TX355Zf813/9F/fff3+b7YLp/T569CgNDQ0evU8t/X/PyMjgzJkzHD161GuxeosxhkcffZTrrruO3NzcVttlZmby8ssv89Zbb/H2228zcOBARo0axSeffOLDaLtm2LBh/M///A8ffPABr7zyCmVlZYwYMYJjx4612D7U3muAP//5z1RWVrb5xTUU3uumOvs3ubXfAU//jgfUbvDPPPMMs2bNarPNxo0b261tcWopkzbGtJthd8djuqozP4uDBw/ywQcf8L//+7/tPv/tt9/uup2bm8s111xD//79ee+997jttts6H3gXeXLeP/vZz1zHLr/8cnr16sUPfvADV69Qa5q+l/54f5vqzPv99ddfM27cOH74wx/y05/+tM3HBur73RZP36eW2rd0PBg89NBDfP7556xevbrNdgMHDmTgwIGuf+fl5XHgwAF+/etf861vfcvbYXaLm2++2XV7yJAh5OXlMWDAAF577TUeffTRFh8TSu81OL643nzzzW4jFk2Fwnvdms78Te6Ov+MBlQA99NBD3HHHHW22ufDCCzv0XDabrVlBVEVFBfX19c0yx/MfU1dXR0VFhVsvUHl5OSNGjOjQ63aXzvwsFi1aRGpqKhMnTvT49TIzM+nfvz979uzx+LHdqSu/A85ZTV988UWLCZBzZklZWRmZmZmu4+Xl5a3+TviKp+f99ddf8+1vf5u8vDxefvllj18vUN7vlqSlpREZGdns21xb75PNZmuxfVRUVJvJcCB6+OGHeeedd/jkk0/o06ePx48fPnw4S5Ys8UJkvpGYmMiQIUNa/d0MpfcaYN++faxcuZK3337b48cG+3vd2b/Jrf0OePp3PKASoLS0NNLS0rrlufLy8nj22WcpLS11/WCXL19ObGwsQ4cObfExQ4cOJTo6mhUrVjBp0iQASktLKS4uZu7cud0SV0d5+rMwxrBo0SJ+/OMfEx0d7fHrHTt2jAMHDrj9EvpDV34HtmzZAtDqOWRnZ2Oz2VixYgVXXXUV4Bh7X7VqFc8//3znAu4mnpz3oUOH+Pa3v83QoUNZtGgRERGej2QHyvvdkpiYGIYOHcqKFSv43ve+5zq+YsUKbr311hYfk5eXx7vvvut2bPny5VxzzTWd+v/gD8YYHn74YZYtW8bHH39MdnZ2p55ny5YtAfm+dlRtbS07duzg+uuvb/H+UHivz7do0SLS09O55ZZbPH5ssL/Xnf2bnJeXx4oVK9xGAZYvX+55R4VHJdMBZN++fWbLli1m1qxZpkePHmbLli1my5Ytprq62hhjzJkzZ0xubq4ZNWqU2bx5s1m5cqXp06ePeeihh1zPcfDgQTNw4ECzfv1617H777/f9OnTx6xcudJs3rzZ3HjjjeaKK64wZ86c8fk5emLlypUGMNu3b2/x/oEDB5q3337bGGNMdXW1mTFjhlmzZo0pKSkxH330kcnLyzMXXHCBqaqq8mXYnbZmzRozb948s2XLFrN3717zxz/+0WRlZZmJEye6tTv/vI0x5rnnnjNWq9W8/fbbZuvWrebOO+80mZmZQXPehw4dMhdffLG58cYbzcGDB01paanrcr5gf7+XLl1qoqOjzauvvmq2b99uCgoKTGJiovnqq6+MMcY8+eSTJj8/39V+7969JiEhwfzsZz8z27dvN6+++qqJjo42//d//+evU/DYAw88YKxWq/n444/d3tdTp0652jQ97/nz55tly5aZ3bt3m+LiYvPkk08awLz11lv+OIVOmTFjhvn444/N3r17zbp168z48eNNUlJSSL/XTg0NDaZfv37miSeeaHZfqLzX1dXVrs9nwPV3e9++fcaYjv1Nzs/Pd5sB+s9//tNERkaa5557zuzYscM899xzJioqyqxbt86j2II2AZoyZYoBml0++ugjV5t9+/aZW265xcTHx5uUlBTz0EMPmdOnT7vuLykpafaYmpoa89BDD5mUlBQTHx9vxo8fb/bv3+/DM+ucO++804wYMaLV+wGzaNEiY4wxp06dMmPHjjW9e/c20dHRpl+/fmbKlClBcZ5OmzZtMsOGDTNWq9XExcWZgQMHmpkzZ5qTJ0+6tTv/vI1xTLucOXOmsdlsJjY21nzrW98yW7du9XH0nbdo0aIWf++bfpcJhff7v//7v03//v1NTEyMufrqq92mg0+ZMsWMHDnSrf3HH39srrrqKhMTE2MuvPBC8+KLL/o44q5p7X09//e36Xk///zzZsCAASYuLs706tXLXHfddea9997zffBdcPvtt5vMzEwTHR1tsrKyzG233Wa2bdvmuj8U32unDz74wABm165dze4LlffaOX2/6WXKlCnGmI79TR45cqSrvdOf/vQnM3DgQBMdHW0uvfTSTiWCFmPOVo+JiIiIhImQnQYvIiIi0holQCIiIhJ2lACJiIhI2FECJCIiImFHCZCIiIiEHSVAIiIiEnaUAImIiEjYUQIkIiIiYUcJkIiIiIQdJUAiIiISdpQAiYiISNhRAiQiIiJh5/8HLlbnqv+3IAgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YoUCI2XePq7T6cCA0UcBzKwDNnDkTP/7xjzF27FhMmzYNH330EQC5q0th6HTGZiFEl22ddS7TXfm+9rN06VLYbDb159Qp9uET+a3q7+VLX3dDcSYYUdAY0DT4qKgojB07FseOHVPHBXVupamqqlJbhSwWC1paWlBdXd1rmXPnznV5rPPnz3dpXerIbDYjJibG6YeI/JTSBRU7wrePywBEFDQGFICam5tx+PBhJCcnIy0tDRaLBUVFRertLS0t2LFjByZNmgQAyMrKQmhoqFOZyspKlJWVqWVycnJgs9mwZ88etczu3bths9nUMkQU4JQWoFiNWoCqvwcc9l6LEpF/c2sW2LPPPovZs2dj+PDhqKqqwr/8y7+gtrYWDz/8MAwGA/Lz87Fy5UqMHj0ao0ePxsqVKxEZGYl58+YBACRJwvz587FkyRLEx8cjLi4Ozz77rNqlBgBjxoxBbm4uFixYgNdeew0A8Oijj2LWrFmcAUYULJQxQLEjffu40jDAFAbYWwDbad+3QBGRz7gVgE6fPo0HH3wQFy5cwJAhQzBx4kSUlJRgxAj5Q+K5555DY2MjHn/8cVRXVyM7Oxvbtm1DdHS0uo9169YhJCQEc+fORWNjI6ZOnYo333wTJpNJLfP222/jySefVGeLzZkzB+vXr/fE8RKRP9BqDJDRJIeuC9/IU+EZgIgClkEIIbSuhDfU1tZCkiTYbDaOByLyJ62NwIvta409VwFExvn28d++Dzi2DZi1DpjwD759bCLy2fc3zwVGRPqitP6YJSAitteiXqF0u1Wf8P1jE5HPMAARkb6oA6BHAH0soeEVg9u7vWoYgIgCGQMQEemLr0+B0Zky7octQEQBjQGIiPRFqynwCrYAEQUFBiAi0hetpsArlBagyxeB5npt6kBEXscARET6otUUeEW4BIQPlq+zFYgoYDEAEZF+OBxXxt5o1QIEcBwQURBgACIi/airBOzNgDEEiBmmXT04Dogo4DEAEZF+KN1fUipgcmuhes9iCxBRwGMAIiL9qDkpXw4erm092AJEFPAYgIhIP2yn5MvBqdrWQ5mCzxYgooDFAERE+qEEIEnjFqDYDi1AgXm6RKKgxwBERPpRowQgDQdAA/IYJABoqQcuX9K2LkTkFQxARKQfeukCCw0HopPl68rAbCIKKAxARKQPQgC20/J1SeMABHQYCP29ptUgIu9gACIifWg4D7Q1ATAAMUO1rg2nwhMFOAYgItIHZfxPdDIQEqZtXQBOhScKcAxARKQPNmUNIB10fwFsASIKcAxARKQPehr/A7AFiCjAMQARkT7oZQq8Ql0L6BTgsGtbFyLyOAYgItIHvUyBV8QMlU/K6mgF6qxa14aIPIwBiIj0oUYnq0ArjCYgJkW+roQzIgoYDEBEpA96GwQNXAljNQxARIGGAYiItNdUCzTZ5Ot6GQQNXAljSjgjooDBAERE2lO6mCJiAfMgbevSkRLG2AJEFHAYgIhIe+r4Hx21/gAdWoAYgIgCDQMQEWnPptMAxBYgooDFAERE2tPbFHjF4PZB0LZT8slaiShgMAARkfb02gWmnJS19TJw+ZK2dSEij2IAIiLt6bUFKDQcGJQkX+dMMKKAwgBERNrTawsQwHFARAGKAYiItNXWDNS3n2pisE5Wge6IM8GIAhIDEBFpSzkLfEgEEBmvbV26wxYgooDEAERE2lIC0OBUwGDQti7d6TgTjIgCBgMQEWlLXQNomLb16IlSrxoOgiYKJAxARKQtPQ+ABq7Uiy1ARAGFAYiItKXXKfAKpV6N1UBzvbZ1ISKPYQAiIm0pXUuSDmeAAUC4BJgl+TpbgYgCBgMQEWlL7y1AwJW6cSYYUcBgACIi7TgcgO2MfF2vY4CADuOAOBCaKFAwABGRdurPAY5WwGACopO1rk3P2AJEFHAYgIhIO0r3V0wKYArRti694UwwooDDAERE2lEHQOu4+wtgCxBRAGIAIiLt+MMAaODKDDW2ABEFjAEFoFWrVsFgMCA/P1/dJoTA8uXLkZKSgoiICEyZMgWHDh1yul9zczMWL16MhIQEREVFYc6cOTh9+rRTmerqauTl5UGSJEiShLy8PNTU1AykukSkN3pfBFGhBLQ6K9DWom1diMgj+h2A9u7di9dffx3XX3+90/Y1a9Zg7dq1WL9+Pfbu3QuLxYLp06ejrq5OLZOfn48tW7agoKAAO3fuRH19PWbNmgW73a6WmTdvHkpLS1FYWIjCwkKUlpYiLy+vv9UlIj3ylxagqCFASDgAAdSe7rM4EelfvwJQfX09fvrTn2Ljxo2IjY1Vtwsh8Morr+BXv/oV7r33XmRmZuJ3v/sdLl++jHfeeQcAYLPZ8MYbb+Dll1/GtGnTMG7cOGzevBkHDx7E9u3bAQCHDx9GYWEhfvvb3yInJwc5OTnYuHEj/vznP+Po0aMeOGwi0gV/aQEyGDqcE4zdYESBoF8B6IknnsBdd92FadOmOW2vqKiA1WrFjBkz1G1msxmTJ0/Grl27AAD79u1Da2urU5mUlBRkZmaqZYqLiyFJErKzs9UyEydOhCRJahki8nNCdGgB0ukq0B1xJhhRQHF73mlBQQH279+PvXv3drnNarUCAJKSkpy2JyUl4cSJE2qZsLAwp5YjpYxyf6vVisTExC77T0xMVMt01tzcjObmZvX32tpaN46KiHyuqQZoaT+3ll7PBN8RZ4IRBRS3WoBOnTqFp556Cps3b0Z4eHiP5QwGg9PvQogu2zrrXKa78r3tZ9WqVeqAaUmSkJqq8yZ1omCnBInIBCA0Qtu6uIIzwYgCilsBaN++faiqqkJWVhZCQkIQEhKCHTt24D/+4z8QEhKitvx0bqWpqqpSb7NYLGhpaUF1dXWvZc6dO9fl8c+fP9+ldUmxdOlS2Gw29efUKX5IEemavwyAVqgtQDwdBlEgcCsATZ06FQcPHkRpaan6M2HCBPz0pz9FaWkprrrqKlgsFhQVFan3aWlpwY4dOzBp0iQAQFZWFkJDQ53KVFZWoqysTC2Tk5MDm82GPXv2qGV2794Nm82mlunMbDYjJibG6YeIdMxfBkAr1DFAnAVGFAjcGgMUHR2NzMxMp21RUVGIj49Xt+fn52PlypUYPXo0Ro8ejZUrVyIyMhLz5s0DAEiShPnz52PJkiWIj49HXFwcnn32WYwdO1YdVD1mzBjk5uZiwYIFeO211wAAjz76KGbNmoX09PQBHzQR6YA/DYAGrrQA1Z6RT+Jq5DqyRP7M4yffee6559DY2IjHH38c1dXVyM7OxrZt2xAdHa2WWbduHUJCQjB37lw0NjZi6tSpePPNN2EymdQyb7/9Np588kl1tticOXOwfv16T1eXiLTiL6fBUEQnAwYjYG+RT+Iao+OTtxJRnwxCCKF1JbyhtrYWkiTBZrOxO4xIj16fApw9ADzwDnDtXVrXxjVrr5MXQpy/HUi9SevaEAUkX31/sw2XiLShjKXxlxYg4Eo3mI0DoYn8HQMQEfleayPQcF6+7g9rACm4GjRRwGAAIiLfU1p/wgYBEbG9l9UTzgQjChgMQETkex0HQPexSKquDObpMIgCBQMQEfmevy2CqJB4OgyiQOHxafBERH3yt0UQFewCo17YHQJ7Ki6hqq4JidHhuDktDiajH7VwBhkGICLyPX9tAVLq22wDmmxAuKRtfUg3CssqsWJrOSptTeq2ZCkcy2ZnIDeTa0bpEbvAiMj3/HEKPACERQERcfJ1doNRu8KySizcvN8p/ACA1daEhZv3o7CsUqOaUW8YgIjI92r87DQYHSlT4TkQmiB3e63YWo7uVhRWtq3YWg67IyDXHPZrDEBE5Fv2Nvl8WoB/rQGkUEIbxwERgD0Vl7q0/HQkAFTamrCn4pLvKkUuYQAiIt+qqwSEHTCGAoMsWtfGfepMMK4GTUBVXc/hpz/lyHcYgIjIt5SuI2mof55RnV1g1EFidLhHy5Hv+OGnDxH5NX+dAq8YzKnwdMXNaXFIlsLR02R3A+TZYDenxfmyWuQCBiAi8i3lRKL+OAAa4GKI5MRkNGDZ7AwA6BKClN+Xzc7gekA6xABERL7lr1PgFUpwq7cCbc3a1oV0ITczGRseGg+L5NzNZZHCseGh8VwHSKe4ECIR+VaNny6CqIiMB0IigLZGeTZb3FVa14h0IDczGdMzLFwJ2o8wABGRb6mDoP1wCjwgn7xVGgZcPCaHOQYgamcyGpAzKl7rapCL2AVGRL4jhP8PggZ4VniiAMAARES+c/mi3HUE+G8LENBhKjxnghH5KwYgIvIdZfHAQRYgxKxtXQZCah8IzZlgRH6LAYiIfMdfzwLfmdoFxtWgifwVAxAR+U4gjP8B2AVGFAAYgIjId5TA4O8tQFKH1aAdDm3rQkT9wgBERL5jC5AWoJgUwGAE7C1AQ5XWtSGifmAAIiLfUQZB+3sAMoUC0SnydQ6EJvJLDEBE5DuBMgga4FnhifwcAxAR+UZzPdBYLV/39xYggIshEvk5ngqDiLzG7hDquZFG2E/iRgAIl4DwGI1r5gE8KzyRX2MAIiKvKCyrxIqt5ai0NQEAphgP4M0woNacjACIP5wKT+Tn2AVGRB5XWFaJhZv3q+EHAIYaLgIAdl+KQmFZpVZV85zB7atBswuMyC8xABGRR9kdAiu2lkN02j7UcAEAcEYkYMXWctgdnUv4GXaBEfk1BiAi8qg9FZecWn4UVwJQPCptTdhTccnXVfMspQus2QY02bStCxG5jQGIiDyqqq5r+AGcW4B6K+c3zIOAiFj5OscBEfkdBiAi8qjE6PBut3cOQD2V8yvsBiPyWwxARORRN6fFIVkKh6HDtlC0IQnyGkBnxRAkS+G4OS1Omwp6EgdCE/ktBiAi8iiT0YBlszMAQA1BFsNFGA0CTSIUFxCDZbMzYDIaet6Jv+Bq0ER+iwGIiDwuNzMZGx4aD4skd3MNa+/+OmdMxIaHspCbmaxl9TyHXWBEfosLIRKRV+RmJmN6hgV7Ki4hvOw4cAAYnpaOEYESfgCeDoM8ruPq6YnRcldxQLSW6hADEBF5jcloQM6oeOBkPQDAEDtc4xp5GFeDJg/qvHo6ACRL4Vg2OyNwWk11hF1gROR9NSfly0A4CWpHUnugq7MCbS3a1oX8WnerpwOA1daEhZv3B8bq6TrDAERE3qd0EQ0OsBagqAQgJByAAGrZCkT909Pq6QDUbQGxerrOMAARkffVnJAvAy0AGQzsBqMB62n1dIUAAmP1dJ1hACIi73LYgdqz8vVA6wIDOBOMBszVVdH9fvV0nWEAIiLvqqsEHG2AMQSItmhdG8/jTDAaIFdXRQ+I1dN1hAGIiLxLHQA9DDCatK2LN0hcDZoGprvV0zsyAIGzerqOuBWANmzYgOuvvx4xMTGIiYlBTk4O/vKXv6i3CyGwfPlypKSkICIiAlOmTMGhQ4ec9tHc3IzFixcjISEBUVFRmDNnDk6fdu47r66uRl5eHiRJgiRJyMvLQ01NTf+Pkoi0o3QNBWL3F3BlDBC7wKifuls9XaH8HjCrp+uIWwFo2LBhWL16Nb766it89dVXuOOOO3D33XerIWfNmjVYu3Yt1q9fj71798JisWD69Omoq6tT95Gfn48tW7agoKAAO3fuRH19PWbNmgW73a6WmTdvHkpLS1FYWIjCwkKUlpYiLy/PQ4dMRD5la28BCrQB0Ap2gZEHdF49XWGRwrHhofFcB8gbxADFxsaK3/72t8LhcAiLxSJWr16t3tbU1CQkSRKvvvqqEEKImpoaERoaKgoKCtQyZ86cEUajURQWFgohhCgvLxcARElJiVqmuLhYABBHjhxxuV42m00AEDabbaCHSEQD8cEiIZbFCPHZKq1r4h2XvpeP74UhQtjtWteG/Fyb3SF2fXtB/OnAabHr2wuize7Quko+56vv736PAbLb7SgoKEBDQwNycnJQUVEBq9WKGTNmqGXMZjMmT56MXbt2AQD27duH1tZWpzIpKSnIzMxUyxQXF0OSJGRnZ6tlJk6cCEmS1DLdaW5uRm1trdMPEelAoHeBxaQABiNgbwYazmtdG/Jzyurpd984FDmj4tnt5UVuB6CDBw9i0KBBMJvNeOyxx7BlyxZkZGTAarUCAJKSkpzKJyUlqbdZrVaEhYUhNja21zKJiYldHjcxMVEt051Vq1apY4YkSUJqaoB+2BL5G3URxAD9mzSFAtHt3RPsBiPyG24HoPT0dJSWlqKkpAQLFy7Eww8/jPLycvV2g8E5rQohumzrrHOZ7sr3tZ+lS5fCZrOpP6dO8YOISHMOR+C3AAEd1gI6qW09iMhlbgegsLAwXH311ZgwYQJWrVqFG264Af/+7/8Oi0Ve36NzK01VVZXaKmSxWNDS0oLq6upey5w7d67L454/f75L61JHZrNZnZ2m/BCRxhrOy11DBiMQM1Tr2ngPV4Mm8jsDXgdICIHm5makpaXBYrGgqKhIva2lpQU7duzApEmTAABZWVkIDQ11KlNZWYmysjK1TE5ODmw2G/bs2aOW2b17N2w2m1qGiPyE0iUUnQyEhGlbF2/iTDAivxPiTuFf/vKXmDlzJlJTU1FXV4eCggJ8/vnnKCwshMFgQH5+PlauXInRo0dj9OjRWLlyJSIjIzFv3jwAgCRJmD9/PpYsWYL4+HjExcXh2WefxdixYzFt2jQAwJgxY5Cbm4sFCxbgtddeAwA8+uijmDVrFtLT0z18+ETkVco5wAK5+wvg6TCI/JBbAejcuXPIy8tDZWUlJEnC9ddfj8LCQkyfPh0A8Nxzz6GxsRGPP/44qqurkZ2djW3btiE6Olrdx7p16xASEoK5c+eisbERU6dOxZtvvgmT6coKsW+//TaefPJJdbbYnDlzsH79ek8cLxH5Uk2AngW+M+X42AVG5DcMQgihdSW8oba2FpIkwWazcTwQkVb+/Azw1RvAbUuAqf+kdW28p+ow8JuJQLgEPM+B0EQD4avvb54LjIi8xxYEM8CAK8fXZAOauAYZkT9gACIi7wmWLjDzICCifX0zdoMR+QUGICLyDiGurIsT6AEI6DAVngOhifwBAxAReUdjNdDaIF9XwkEgk9pDHhdDJPILDEBE5B1KEIhKBEIjtK2LL6hrAbELjMgfMAARkXeo3V8BPgBaIXExRCJ/wgBERN4RLDPAFIN5PjAif8IARETeESwzwBSxI+XL6u+1rAURuYgBiIi8QzkNRrAEoMEj5MuG80BLg7Z1IaI+MQARkXdUtwcgpWUk0EUMlleCBtgNRuQHGICIyPOEuNIVpLSMBAN2gxH5DQYgIvK8yxevrAEULF1gwJWwp7R+EZFuMQARkecpASA6GQgN17YuvhSrBKDvNa0GEfWNAYiIPK+6Qr4MlvE/CuV4a9gCRKR3DEBE5Hk1QTYAWjF4pHzJLjAi3WMAIiLPC8YB0IDzIGghtKwJEfWBAYiIPC/YpsArBqcCMMgDwC9f1Lo2RNQLBiAi8jylBSg2yFqAQszywG+A3WBEOscARESeZW+7ckb0YGsBAjp0g1VoWg0i6h0DEBF5Vu1pQNgBkxkYZNG6Nr6ntHpxJhiRrjEAEZFnVXc4B5gxCD9iuBgikV8Iwk8nIvKqYB3/o+DpMIj8AgMQEXlWsK4BpGAXGJFfYAAiIs8K1jWAFMpx15ySB4QTkS4xABGRZwXrGkCK6GTAFCYPBK89o3VtiKgHDEBE5FlqF1iQtgAZjfIAcIDdYEQ6xgBERJ7TXA80nJevB2sLEMCB0ER+gAGIiDyn5qR8GT4YCJc0rYqmOBWeSPcYgIjIc9Qp8CO1rIX2OBOMSPcYgIjIc4J9/I+CXWBEuscARESewxYgmdoF9r2m1SCinjEAEZHnXGo/AWiwB6C4NPmy4TzQXKdtXYioWwxAROQ5l47Ll3GjtK2H1sIlIDJBvn6JZ4Un0iMGICLyDIf9SpdP3FWaVkUXlOdACYVEpCsMQETkGbbTgKMVMJmBmKFa10Z7agD6Ttt6EFG3GICIyDOUL/rYkfJqyMEuvr0bkC1ARLrETyki8gx1/A+7vwB0aAHiGCAiPWIAIiLPUL7oGYBkykywi+wCI9IjBiAi8gylBSieAQjAlSBYbwVaGrStCxF1wQBERJ7BLjBnEbFARJx8nd1gRLrDAEREA+dwsAusO5wJRqRbDEBENHC1ZwB7M2AMBWKGaV0b/eBaQES6xQBERAOnfMHHjgBMIdrWRU84FZ5ItxiAiGjgOP6ne5wKT6RbbgWgVatW4aabbkJ0dDQSExNxzz334OjRo05lhBBYvnw5UlJSEBERgSlTpuDQoUNOZZqbm7F48WIkJCQgKioKc+bMwenTp53KVFdXIy8vD5IkQZIk5OXloaampn9HSUTexQDUPeX54FR4It1xKwDt2LEDTzzxBEpKSlBUVIS2tjbMmDEDDQ1XpniuWbMGa9euxfr167F3715YLBZMnz4ddXVXzoicn5+PLVu2oKCgADt37kR9fT1mzZoFu92ulpk3bx5KS0tRWFiIwsJClJaWIi8vzwOHTEQex5Ogdk8JQHVngZbL2taFiJyJAaiqqhIAxI4dO4QQQjgcDmGxWMTq1avVMk1NTUKSJPHqq68KIYSoqakRoaGhoqCgQC1z5swZYTQaRWFhoRBCiPLycgFAlJSUqGWKi4sFAHHkyBGX6maz2QQAYbPZBnKIROSK/5ooxLIYIb4p0rom+rNquPzcWA9pXRMiv+Cr7+8BjQGy2WwAgLg4ea2LiooKWK1WzJgxQy1jNpsxefJk7Nq1CwCwb98+tLa2OpVJSUlBZmamWqa4uBiSJCE7O1stM3HiREiSpJYhIp1wmgKfpm1d9IhT4Yl0qd/TNYQQeOaZZ3DrrbciMzMTAGC1WgEASUlJTmWTkpJw4sQJtUxYWBhiY2O7lFHub7VakZiY2OUxExMT1TKdNTc3o7m5Wf29tra2n0dGRG6pqwTaGgGDCRg8XOva6E/cVcDZ/ZwJRqQz/W4BWrRoEb7++mu8++67XW4zGAxOvwshumzrrHOZ7sr3tp9Vq1apA6YlSUJqaqorh0FEA3XxmHwZlwaYQrWtix4pU+E5EJpIV/oVgBYvXowPP/wQn332GYYNu7LomcViAYAurTRVVVVqq5DFYkFLSwuqq6t7LXPu3Lkuj3v+/PkurUuKpUuXwmazqT+nTp3qz6ERkbsutAeg+NHa1kOv4hiAiPTIrQAkhMCiRYvw/vvv49NPP0VamnN/f1paGiwWC4qKitRtLS0t2LFjByZNmgQAyMrKQmhoqFOZyspKlJWVqWVycnJgs9mwZ88etczu3bths9nUMp2ZzWbExMQ4/RCRDygBKIEBqFvK86K0lBGRLrg1BuiJJ57AO++8gw8++ADR0dFqS48kSYiIiIDBYEB+fj5WrlyJ0aNHY/To0Vi5ciUiIyMxb948tez8+fOxZMkSxMfHIy4uDs8++yzGjh2LadOmAQDGjBmD3NxcLFiwAK+99hoA4NFHH8WsWbOQnp7uyeMnooG68I18yQDUPeV5qT8HNNYAEYO1rA0RtXMrAG3YsAEAMGXKFKftmzZtwiOPPAIAeO6559DY2IjHH38c1dXVyM7OxrZt2xAdHa2WX7duHUJCQjB37lw0NjZi6tSpePPNN2EymdQyb7/9Np588kl1tticOXOwfv36/hwjEXnTxW/ly4RrtK2HXpmjgehkebD4xW+BYRO0rpFfsTsE9lRcQlVdExKjw3FzWhxMxt7HlBK5wiCEEFpXwhtqa2shSRJsNhu7w4i8paUBWJkiX/9/x4GoeG3ro1e/mw1UfAHcswG4cZ7WtfEbhWWVWLG1HJW2JnVbshSOZbMzkJuZrGHNyJt89f3Nc4ERUf8pA3sjYhl+eqO0jindhdSnwrJKLNy83yn8AIDV1oSFm/ejsKxSo5pRoGAAIqL+U8f/sPurV2oA4kBoV9gdAiu2lqO77gll24qt5bA7ArIDg3yEAYiI+k8Z/8Mp8L1TBkIzALlkT8WlLi0/HQkAlbYm7Km45LtKUcBhACKi/uMUeNcoAfHSccDeqm1d/EBVXc/hpz/liLrDAERE/ccp8K6JGQqERgKOVqD6hNa10b3E6HCPliPqDgMQEfWPw8Ep8K4yGoH4q+XrHAjdp5vT4pAshaOnye4GyLPBbk6L82W1KMAwABFR/9SdBVovA8YQIHak1rXRPyUkckXoPpmMBiybnQEAXUKQ8vuy2Rk+XQ/I7hAo/u4iPig9g+LvLnIAdgDo99ngiSjIKeN/YkfyJKiu4FT4bvW00GFuZjI2PDS+yzpAFg3WAeJ6RIGJAYiI+kcdAM3uL5ckKF1gbAFS9BUscjOTMT3DoulK0Mp6RJ3be5T1iDY8NJ4hyE+xC4yI+kdpyVDGtlDv2ALkxNWFDk1GA3JGxePuG4ciZ1S8z7u9uB5R4GIAIqL+OX9Evkwco209/EXcKAAGoLEaaLigdW005S/BgusRBTYGICLqn6py+XLItdrWw1+ERQKDh8vXlfAYpPwlWHA9osDGAERE7qs/D1y+CMAADEnXujb+I1Ge2YSqw9rWQ2P+Eiy4HlFgYwAiIvcprT+xI4CwKG3r4k+U7kLl+QtS/hIsuB5RYGMAIiL3qeN/MrSth79hCxAAzwcLb63Ro8f1iMhzOA2eiNzX3oLhSLgWu7+7qNkUZb/TsQVICMAQnM+VEiwWbt4PA+A0GNrdYOHtNXr0tB4ReZZBCBGQ8/dqa2shSRJsNhtiYmK0rg5RYHnjTuBUCZaF5ON39Term7k4XB/amoEXkwFhB545DMSkaF0jTQ00vPS0Ro8Smzy5Rk9PCzaS5/nq+5stQETkHiHQaj2EUAB7GpKcbuLicH0IMcvrJl04KrcCBXkAGshCh31NpTdAnko/PcPikaCirEdEgYNjgIjILXbbWYS21qFNGHFcOIccPa3holtqN1hwjwNS9HehQ3+ZSk/6xQBERG45enAPAOCESEIzwrrczi+ePnAgtEf4y1R60i8GICJyi+OcPAD6qEjttRy/eHrAqfAe4S9T6Um/GICIyC2JjccBAMfEsN7L8Yune2oAOgI4HNrWxY9xjR4aKAYgInLLECUAOboPQPzi6UNsGmAyA22NQM33WtfGb3GNHhooBiAicp29DYb2rpvDYji/ePrDFAIMaT8z/Dl2gw2EskaPRXJubbRI4W7PRPTWYoqkX5wGT0Suu/Qd0NYEhEbi//14Jlb8+SgXh+uPpEzAehA4dwgYM0vr2vi1gUylV3h7MUXSJwYgInKd9aB8mXQdcscOw/TrhnJxuP6wjAX+9i5g/VrrmgSEvtbo6W0Rw54WU+SaVoGPAYiIXKd8YVvGAuDicP1muV6+rGQA8rbeWnemZ1h8upgi6QvHABGR65QWoPYARP2kPH+2k8BlrpfkLUrrTucFE5XWnfWfHuNiikGMAYiIXCPElRYLpQWD+idiMDB4hHxdCZXkUX2dKgMANn35vUv74ppWgYkBiIhcU38OuHwBMBivrGZM/ZfcHiI5DsgrXDlVRk1jq0v74ppWgYkBiIhco7RUxF8NhEVqWxc/pky3Pow0AICD44C8wtVWm8ERoVxMMUgxABGRazoNgCb3FZZV4taXPsWDG0uw5m9mAEBFWTEKyyo1rlngcbXV5u9vkYMo17QKPgxAROQaDoAekM4Dcg85RgIARjjOIH9zCUOQh7l6qoxFd1ztscUUyb9wGjwRuabyb/IlA5DbuhuQW4XBOC9iMMRQi2sNJ7Fia0zATbfubf0db1NOlbFw834YAKfnvnPrjicWUyT/wwBERH1rrAYuyecAQ8p4bevih7ofkGvAYccIDDEdRIbxBEptV2NPxaWAWVdJD6srK6fK6FyP7lYs55pWwYcBiIj6dvaAfBk7EojkgFB39TQg95AYidtxEJmGil7L+Rs9ra7M1h3qCQMQEfXtzD75kq0//dLTgNy/OUYBAK43Hu+1nD/pa/0dLVZXZusOdYeDoImob2faW4CGZmlbDz/V04BcJQBdaziJkTGGgJhu7cr6O1xdmfSAAYiI+nZ2v3w5lC1A/aEMyAWcp1tXIg7nxGCEGBxYPUkERLeMq914gdLdR/6LAYiIeldbCdRVyitAJ9+gdW38ljIg13m6tQFHTNcAACaGVWhTMQ9ztRsvELr7yL9xDBAR9U5p/RlyLRAWpW1d/Fx3A3Kzz+QCn+65Ms7KzyndfVZbU7fjgAyQZ2EFQncf+TcGICLq3Zn2AMQB0B7RZUCuYYJ8eeYrbSrkYe6sv0OkJXaBEVHv1PE/47StR6BKGQfAANScBOrPa10bj+i+u4+rK5O+sAWIiHrmsAOn9srXh92kbV0CVXgMMCQdOH9E7gZLz9W6Rh7B9XdI7xiAiKhnVeVASx0QFg0kXqd1bQLX0Kz2APRVwAQggOvvkL653QX2xRdfYPbs2UhJSYHBYMCf/vQnp9uFEFi+fDlSUlIQERGBKVOm4NChQ05lmpubsXjxYiQkJCAqKgpz5szB6dOnncpUV1cjLy8PkiRBkiTk5eWhpqbG7QMkogE4WSJfDpsAmPj/ktcorWvK801EXud2AGpoaMANN9yA9evXd3v7mjVrsHbtWqxfvx579+6FxWLB9OnTUVdXp5bJz8/Hli1bUFBQgJ07d6K+vh6zZs2C3W5Xy8ybNw+lpaUoLCxEYWEhSktLkZeX149DJKJ+U76Qh+doW49Apzy/p78C2lq0rQtRsBADAEBs2bJF/d3hcAiLxSJWr16tbmtqahKSJIlXX31VCCFETU2NCA0NFQUFBWqZM2fOCKPRKAoLC4UQQpSXlwsAoqSkRC1TXFwsAIgjR464VDebzSYACJvNNpBDJApuL2cIsSxGiO8+07omgc3hEGL1SPm5PrlH69oQacpX398enQVWUVEBq9WKGTNmqNvMZjMmT56MXbt2AQD27duH1tZWpzIpKSnIzMxUyxQXF0OSJGRnZ6tlJk6cCEmS1DKdNTc3o7a21umHiAbAdhqoPQ0YTMDQCVrXJrAZDMCISfL1E19qWxeiIOHRAGS1WgEASUlJTtuTkpLU26xWK8LCwhAbG9trmcTExC77T0xMVMt0tmrVKnW8kCRJSE1NHfDxEAU1pfvLMhYwD9K2LsFA6QY7WaxtPYiChFfWATIYnKc5CiG6bOusc5nuyve2n6VLl8Jms6k/p06d6kfNiUjF8T++NUIJQCWAw6FtXYiCgEcDkMViAYAurTRVVVVqq5DFYkFLSwuqq6t7LXPu3Lku+z9//nyX1iWF2WxGTEyM0w8R9Z9o74rZ6xiN4u8uwu7o7sQG5DGWG4DQKKCpBn/bX4wPSs/weadu2R0Cxd9d5HtkgDwagNLS0mCxWFBUVKRua2lpwY4dOzBpkty/nZWVhdDQUKcylZWVKCsrU8vk5OTAZrNhz549apndu3fDZrOpZYjIez79qgyGqnIAwM//GokHN5bg1pc+RWFZpcY1C2CmEFyIlU82+8ctf8RTBaV83qmLwrJK3PrSp3hwYwnfIwPkdgCqr69HaWkpSktLAcgDn0tLS3Hy5EkYDAbk5+dj5cqV2LJlC8rKyvDII48gMjIS8+bNAwBIkoT58+djyZIl+L//+z8cOHAADz30EMaOHYtp06YBAMaMGYPc3FwsWLAAJSUlKCkpwYIFCzBr1iykp6d77uiJqIvCskpsef9dAEC5YwQuQW5NtdqasHDzfn7QeklhWSXeOpMCAMgxXlk7jc87KQrLKrFw835U2pqctvM90j9uB6CvvvoK48aNw7hx8nmBnnnmGYwbNw7/9E//BAB47rnnkJ+fj8cffxwTJkzAmTNnsG3bNkRHR6v7WLduHe655x7MnTsXt9xyCyIjI7F161aYTCa1zNtvv42xY8dixowZmDFjBq6//nr8/ve/H+jxElEv7A6BFVvLMan9C/hLx5XVn5VG9hVby9nk7mHK877TkQkAuMV4CEbI44D4vBNw5T3S3TuA75H+MQghAvLZqq2thSRJsNlsHA9E5KLi7y7iwY0l+CLsKQw3nscjLf8Pnzu6ngT13QUTeYoDD1KedxPsOGB+FDGGRsxp/md8LUY5lePzHryU90hfAuE94qvvb54NnohUVXVNGGaownDjebQKE/Y4xvRYjjxHeT7tMKHEkQEAuNV4sMdyFHxcfe35HnEdAxARqRKjw3FLe/dXqRiFywjvsRx5Tsfn86+OsQCA24xlvZbTA85G8h1XX3u9vUf0jGc3JCLVzWlxqDMfBhzArvbxKB0ZAFikcNycFuf7ygWwm9PikCyFw2prws72AJRlPIoINKER4bp83gvLKrFia7nTgNxkKRzLZmcgNzNZw5oFpo7vke5iph7fI3rHFiAiUpmEHVNMctfLTrtzAFKWIF02OwMmY+8Lm5J7TEYDls2Wu76+FxacFgkIM9iRbTzS7fOudcsLZyP5Xsf3SOe/Pv5t9g8DEBFdcXoPwlptaAmTUBk91ukmixSODQ+N53/3XpKbmYwND42HRYpQw+ftxq+7PO9arwPD2UjaufIece7m4t9m/3AWGBFdUbQM+PIVYOxc2H/0OvZUXEJVXRMSo+Wmdf536X12h8C3O95F+o6FaBqUitCnv4bJJP+vqrS8dP7QVl4VX3wJBtNsJL2yO0RA/2366vubY4CI6IpvPpEvr7kTJqOBX2AaMBkNSL/lbmBnPsLrTwEXDgNJ1/XZ8mKA3PIyPcPi1S9DzkbSHv82PYNdYEQkqz4BnD8MGEzAqDu0rk1wC4sCrpoiXz/yMQBgT8WlLmNuOhIAKm1N2FNxyatV42wkChQMQEQkU1p/hk8EIjmTRHPX/lC+PCoHIL20vCizkXpqYzJAng3G2UikdwxARCQr/0C+TJ+pbT1Ids1MAAbg7H6gtlI3LS+cjUSBggGIiIC6c8CJL+XrGXdrWxeSRScBwybI149+7FbLi7enyXM2EgUCDoImIuDwhwAEMDQLGDxc69qQ4tq7gNN7gUNbYLppPpbNzsDCzfthAJwGQ3dseSkqt7q0QGFfM4n6uj03MxnTMywBPRuJAhsDEBFd6f7KuEfTalAn190LbF8OfL8TqD2L3MwUbHhofJeAY2kPOAC6nSavLFCotM70tYqzq6s8czYS+TOuA0QU7OrOAS+nAxDAU18DsSO0rhF19MadwKkSYMaLwKRFALpvnQGAW1/6tMeZYsqpEv7xrgw88U7Pawk9ensaXv+iQtO1hii48WzwROQbB/8IuftrAsOPHo39iXxZ9r/qJqXl5e4bhyJnVDxMRoPL0+R//UFZj2sJCQAb/9o1/Ci3A1zlmQIHAxBRkLI7BIq/vYDakjcBAI4b5mlbIeredT+S12Y6ewC4cKzHYq5Of7/U0NLr7b1lG1+tNUTkCwxAREFIOZ/Ui2+8i5jaY2gSobhz+xCexFKPohKAq6fK1w/8vsdivlx4kKs8UyBgACIKMh3P5H2faQcA4BPHTfi21sQzeevV+Ifly9J3gLbuW3BcmSYfFxXqkepwlWcKBAxAREGk4/mkwtGMu027AAD/a7+dYzz07Jo7gUEWoOG8ujJ0Z64sUPgvd2f2GpIAwGjoev+O++EqzxQoGICIgkjHgbL3mL7EYEMDTjgS8aUjEwDHeOiWKRQY95B8fd+bPRbra4HCH16f0mtIMgBYcFtaj7cDXOWZAgfXASIKIlfGbgj8vakQAPCWfQYcnf4X4hgPHRr/d8BfXwaOfwZUHQESr+22WF8LFCohqae1hHIzkzFueGyvtxMFAgYgoiCijN3IMZYj3XgaDcKMP9on91iOdCR2hLwy9JE/A8XrgbvX91i0rwUKXQlJXOWZAh0DEFEA6uk0BspA2QWXPwIAvGe/HbWIUu+nLJbHMR46NelJOQB9/Qfgjl8D0ZZ+76qvkMRVnv1XX6cxIRkDEFGA6es0Bi/fYsekT0thFwb8tz1XLcMxHn5geDaQmg2c2g3sfhWYtlzrGpHOuHoaE+IgaKKA0nGKe0fKuaAKyyox6fR/AwC2mW7H9+LKByLP5O0nbnlKvtyzEWi4oG1dSFdc+funK9gCRBQgOk5x70xAbuF594OtyG39C2AwYsZj/4Z36+LZTO5v0n8IJN8IVJYCf10L5K7UukakA678/a/YWo7pGRb+nbdjCxBRgOj7XFACjzVtkn/J/AlMidd0OZ8U+QGDAZj6T/L1vb8FbKe1rQ/pgqvnguMSF1cwABH5IbtDoPi7i/ig9AyKv7sIu0P0OXX9TuNXyDGVw24MA6b+o49qSl4x6g5gxK2AvRnYvlzr2pAOuLp0BZe4uIJdYER+pqdBjg/clNrjfcxowS9D3gYAVGYswLDBw71eT/IigwG480Vg4w+Ag38ExuUBV3VdzoCCh6tLV3CJiyvYAkTkY9213rh6e2+DHNdtP4bBkaHdnsbg6ZD3MMJYhfOIRfKspd44LPK1lBuBCfPl6x8tAdqaNa0OacuVc8F1PI1JX59DwYAtQEQe1Nf6G31NUe3t9ukZlj4HOSoM7dsA4EbDt1hg+jMA4OSkFzEkPNpjx0sau+PXQPkHwMVjwKf/DMz4F61rRBpRzgW3cPN+p79/oOsSF5wqLzMIIQIy9tXW1kKSJNhsNsTExGhdHQoCroSbhZv3dwkwyofTo7en4fUvKnq8PX/aaKzbfqzPejw97RoU7D2JSlsTBuEyPgj7R4wyVuLs8NlI+YfN/T080qsjHwEF8+TreX8CRv1A0+qQtgb6OeTrpTC6+6exob7OJ9/fDEAUFFxZGbWvMr3d3teHyn/NG4d//uhwr7M0jAagp1ZoAwApIhQ1ja19Huu/P3AjZl2fgj3HL2LEpwuRcnYbRHQKDAu/BCK5wnNA2poP7NsEDEoCHv0ciEnRukakoZ4+q+wOgVtf+rTHzyFlJfidv7jDJ7NCewprSyYPw323XOv17292gZFXeTt4uMKV5l5vd039+oMyXGroPbz01gUvAJfCDyAPcjQZDcg5+yZwdhtgDIVh7lsMP4HszheBkyXA+cPAuw8Cf/8XICxS61qRRno6jYk7U+VvTosb8Ok0+vNPo9XWhGf++LVbj9NfDEABylfngunrDe7N4NGxmbanevT2R7Zw835seGg8APRapqeuKeX2/Gmj+/xQ6Sv8uGpwRChsja3dhi2n83jtf0seEwIAM1cDqTd55PFJp8KigHkFwMY75AUS35sP3Pc7ICRM65qRjrg6Bb6o3Ipn/qe035+7QO+f7X390+gr7AILQAMNDa7e3tvjAN2Hio79zH2V6WtMjNJX3VM9/vGuMb12OxkAJMWYARhgrfV+15QnPD3tGryy/RsA3Q9y3PDQeOTavwD+9BggHMAt+cD0FT6pG+nAiV3A738EtDUBY2YDP9kEmEK1rhXpRPF3F/HgxpJ+3dfVz11XPv/7Gs/oaL6MU6/M5Rig/tIqAHmiO8ebY1FcefO6entPjyMADI4MRc3l7kOBp4KHRQrHP96VgSfe6bkeehIXFYbqhpYe62U0AEJ0X++OffNF5dbuX5tZY5BbvwX45JfyxvF/B8z+D3nNGAoe326Xu8HsLcBVU+SWoIjBWteKdEAZA2S1NfX6OTTQz92+Pv/7+qeRAWiAtAhAnujOGehYFFcGuPX25gX6bnlxZUCvr8RFheFSQ4vW1XCpa0p53oHuW2+U572n2zvOzugSgoeaYfr4GeDrP8iFJz4OzHgRMHKpr6B0bDvwP38HtDYACdcAc98CEsdoXSvSAeWfV6Dr54yrYcDbn7sMQAPUnwDkzZYXV7pzgIF1Cbk6TbqvN29f/wHERoV6bExLoHCpa8oDLW/d+v5L4M/5wIVvAINJ7vLKWcSWn2BX+TXw7gNA7RnAZJZPf5K9EDBx6Gew6+lz5oeZFrzx5fc+qUNv/zSK5ss4yQDUf+4GIG+2vAB9hwp/G4sSCDo+7+dqe28SHlDXlIfHXqkuHQd2rAH+9q78+yAL8JP/Bkbe4u5TQYGq7hzwwRPAt0Xy74kZwPR/Bq6eyoAc5Lr7nNlTcanfY4Tc1ds/jQ4GoIFxJwD5aoE6knkqeLjTEtXTyqgdW97QQ5kBdU15evadEMCpPcBXbwAH/xcQdnl71iPA1GWc6k5dCQHse1M+aWpTjbzNcj2Q8wSQcQ8QynNDkayvMUKe6AFw5Z/GZ3+Qip/kpDMA9ZerAaivhaEA/2p56Wssiqe6r3ob0GsAIEWGwtY+CM5bwUMZi9TbH6sy9uafP/LNdHyvsLcBp/cAx4qAw1vl0x4orp4OTFkKDMvybh3I/12+BPz1ZWDvb+VZYgAQFg2kz5RnjI24BYjqunYMBZfexggBrn3uuvL539s/jVwJeoBcDUADmRaoR32NRenrzQu41uXT14BeJeB4ex2gvv5YlT80PSzI2CeHA6i3ApcqgOoK4Nwh4Mx+wPo10Hr5SrnQSPk/95t/Bgxl8CE3NVyUV43+ahNQe9r5tiFjgKHj5QHTQ8YA8aOA6GS2EgUZT3zuAn1//vfEV5OYAj8AlW1HTHTUlRs6He5fvz2Pf99+rJcz6HZ9erorO8hsQkNLW4/76G2EvQFAbGQoAANqLjf3EDwEjO376O4Np7TurJs7DvtPXsLmkhNOA53josKQl52KCSPj8NX3l/Cfn34LoOtJNAHgh5lJ+LjsXA/HLvDED67GhBFx+OrEJbyz+yQuXW5R9xEXGYp52cORNUI547AD35yrg62xFVJEKK5JiobJ4Pxs2B0Cx87Vw9bYDCkiDKOTBrWXab9dONpvb3G+vf213H+yGn/YewrVl1ucns+5N6Vi/PBYeSc9vs172N5teXfKQl6Hp60ZaGuUL1sbr/ze2gQ0VgOXLwKNl+T/zhvOX/nPvLOIOHncxugZ8n/sZp7QlAbI4QDOfAUc2gJ89ylw/kjPZSPjgegUuYs1PAYwS+2XMXI4MoU5/4S0XxpM8lgjgxGAoX3cUfulet3Y/fVA4adjrewOgcOVtai+3ILYyDCMSY5p/4dPPp6S4xfw319+jwv1V75nEgaF4R9uGYmJVyXI+xAC5Wev7CMjJcbps70ntXUNkDKnMgD95je/wb/+67+isrIS1113HV555RXcdtttfd5PDUDPRyPG7J9vQApCBhMwOBWITQMSRgMp4+VWnvirOaWdvKvhAnCyWG55rCoHqo4ANSd6DuVEXlLbLCCtrgvuc4H94Q9/QH5+Pn7zm9/glltuwWuvvYaZM2eivLwcw4cPd20nsWlAuMl5W4cEKgCcvHQZdrvosYVGdPPfSMdtISYDRsZHoaG5DVX1LWizOzrcZsSQaDOizaGoa25DVV0T2uzC6fbEaDOiw+XVWuuaWnGurgWtHfYRajIiKcaM6PAw1Da14lyt8z5MJiMsMeGICe+04mu3uc/52Bta7GizOxBiMiHKbHK6iwDQ0GxHm0MgxGhAlDlEvr3HBN/DdnfK637fbtYjJFz+DzkkHAgxAyER8mVoBBARK7fsRMbLP1HxQMwwTlMmbUQlyGOBxsy+sk0IuaWy9qz801QDNNmA5lr5sqlWXnBR+Wlrcf7dYQcg2vvUHVeuq9uU6w7n64FC3+0L/eCj42myAzjo9YfRdQtQdnY2xo8fjw0bNqjbxowZg3vuuQerVq3q9b79mQUGeH8WkF+MRSEiItJI0I8BamlpQWRkJP74xz/iRz/6kbr9qaeeQmlpKXbs2OFUvrm5Gc3NzervtbW1SE1N9ck6QF6fBURERBQkfBWAdNvWfuHCBdjtdiQlJTltT0pKgtVq7VJ+1apVWLFiRb8fLzczGdMzLD22rPR1OxEREfkP3QYghaHT2AohRJdtALB06VI888wz6u9KC5A7TEYDckb1vA5GX7cTERGRf9BtAEpISIDJZOrS2lNVVdWlVQgAzGYzzGazr6pHREREfky382rDwsKQlZWFoqIip+1FRUWYNGmSRrUiIiKiQKDbFiAAeOaZZ5CXl4cJEyYgJycHr7/+Ok6ePInHHntM66oRERGRH9N1ALr//vtx8eJFvPDCC6isrERmZiY+/vhjjBgxQuuqERERkR/T7TT4gfLVNDoiIiLyHF99f+t2DBARERGRtzAAERERUdBhACIiIqKgwwBEREREQYcBiIiIiIIOAxAREREFHQYgIiIiCjoMQERERBR0GICIiIgo6Oj6VBgDoSxwXVtbq3FNiIiIyFXK97a3T1QRsAHo4sWLAIDU1FSNa0JERETuunjxIiRJ8tr+AzYAxcXFAQBOnjzp1SdQb2pra5GamopTp04F1TnQeNw87mDA4+ZxBwObzYbhw4er3+PeErAByGiUhzdJkhRUbxxFTEwMjzuI8LiDC487uATrcSvf417bv1f3TkRERKRDDEBEREQUdAI2AJnNZixbtgxms1nrqvgUj5vHHQx43DzuYMDj9u5xG4S355kRERER6UzAtgARERER9YQBiIiIiIIOAxAREREFHQYgIiIiCjp+G4BefPFFTJo0CZGRkRg8eHC3ZU6ePInZs2cjKioKCQkJePLJJ9HS0tLrfpubm7F48WIkJCQgKioKc+bMwenTp71wBJ7x+eefw2AwdPuzd+/eHu/3yCOPdCk/ceJEH9Z84EaOHNnlGJ5//vle7yOEwPLly5GSkoKIiAhMmTIFhw4d8lGNB+7777/H/PnzkZaWhoiICIwaNQrLli3r833tj6/3b37zG6SlpSE8PBxZWVn461//2mv5HTt2ICsrC+Hh4bjqqqvw6quv+qimnrFq1SrcdNNNiI6ORmJiIu655x4cPXq01/v09Pd/5MgRH9V64JYvX96l/haLpdf7+PtrDXT/+WUwGPDEE090W95fX+svvvgCs2fPRkpKCgwGA/70pz853d7fz+T33nsPGRkZMJvNyMjIwJYtW9yum98GoJaWFtx3331YuHBht7fb7XbcddddaGhowM6dO1FQUID33nsPS5Ys6XW/+fn52LJlCwoKCrBz507U19dj1qxZsNvt3jiMAZs0aRIqKyudfn72s59h5MiRmDBhQq/3zc3Ndbrfxx9/7KNae84LL7zgdAy//vWvey2/Zs0arF27FuvXr8fevXthsVgwffp01NXV+ajGA3PkyBE4HA689tprOHToENatW4dXX30Vv/zlL/u8rz+93n/4wx+Qn5+PX/3qVzhw4ABuu+02zJw5EydPnuy2fEVFBX74wx/itttuw4EDB/DLX/4STz75JN577z0f17z/duzYgSeeeAIlJSUoKipCW1sbZsyYgYaGhj7ve/ToUafXdvTo0T6osedcd911TvU/ePBgj2UD4bUGgL179zodc1FREQDgvvvu6/V+/vZaNzQ04IYbbsD69eu7vb0/n8nFxcW4//77kZeXh7/97W/Iy8vD3LlzsXv3bvcqJ/zcpk2bhCRJXbZ//PHHwmg0ijNnzqjb3n33XWE2m4XNZut2XzU1NSI0NFQUFBSo286cOSOMRqMoLCz0eN29oaWlRSQmJooXXnih13IPP/ywuPvuu31TKS8ZMWKEWLduncvlHQ6HsFgsYvXq1eq2pqYmIUmSePXVV71QQ99Ys2aNSEtL67WMv73eN998s3jsscectl177bXi+eef77b8c889J6699lqnbT//+c/FxIkTvVZHb6uqqhIAxI4dO3os89lnnwkAorq62ncV87Bly5aJG264weXygfhaCyHEU089JUaNGiUcDke3twfCaw1AbNmyRf29v5/Jc+fOFbm5uU7b7rzzTvHAAw+4VR+/bQHqS3FxMTIzM5GSkqJuu/POO9Hc3Ix9+/Z1e599+/ahtbUVM2bMULelpKQgMzMTu3bt8nqdPeHDDz/EhQsX8Mgjj/RZ9vPPP0diYiKuueYaLFiwAFVVVd6voIe99NJLiI+Px4033ogXX3yx166giooKWK1Wp9fXbDZj8uTJfvP6dsdms7l00kB/eb1bWlqwb98+p9cJAGbMmNHj61RcXNyl/J133omvvvoKra2tXqurN9lsNgBw6bUdN24ckpOTMXXqVHz22WferprHHTt2DCkpKUhLS8MDDzyA48eP91g2EF/rlpYWbN68Gf/wD/8Ag8HQa1l/f6076u9nck/vAXc/xwM2AFmtViQlJTlti42NRVhYGKxWa4/3CQsLQ2xsrNP2pKSkHu+jN2+88QbuvPNOpKam9lpu5syZePvtt/Hpp5/i5Zdfxt69e3HHHXegubnZRzUduKeeegoFBQX47LPPsGjRIrzyyit4/PHHeyyvvIad3xf+9Pp29t133+E///M/8dhjj/Vazp9e7wsXLsBut7v1OnX3956UlIS2tjZcuHDBa3X1FiEEnnnmGdx6663IzMzssVxycjJef/11vPfee3j//feRnp6OqVOn4osvvvBhbQcmOzsbb731Fj755BNs3LgRVqsVkyZNwsWLF7stH2ivNQD86U9/Qk1NTa//uAbCa91Zfz+Te3oPuPs5rquzwS9fvhwrVqzotczevXv7HNui6C5JCyH6TNieuM9A9ee5OH36ND755BP8z//8T5/7v//++9XrmZmZmDBhAkaMGIGPPvoI9957b/8rPkDuHPfTTz+tbrv++usRGxuLn/zkJ2qrUE86v5ZavL6d9ef1Pnv2LHJzc3HffffhZz/7Wa/31evr3Rt3X6fuyne33R8sWrQIX3/9NXbu3NlrufT0dKSnp6u/5+Tk4NSpU/i3f/s33H777d6upkfMnDlTvT527Fjk5ORg1KhR+N3vfodnnnmm2/sE0msNyP+4zpw506nHorNAeK170p/PZE98jusqAC1atAgPPPBAr2VGjhzp0r4sFkuXAVHV1dVobW3tkhw73qelpQXV1dVOrUBVVVWYNGmSS4/rKf15LjZt2oT4+HjMmTPH7cdLTk7GiBEjcOzYMbfv60kDeQ8os5q+/fbbbgOQMrPEarUiOTlZ3V5VVdXje8JX3D3us2fP4gc/+AFycnLw+uuvu/14enm9u5OQkACTydTlv7neXieLxdJt+ZCQkF7DsB4tXrwYH374Ib744gsMGzbM7ftPnDgRmzdv9kLNfCMqKgpjx47t8b0ZSK81AJw4cQLbt2/H+++/7/Z9/f217u9nck/vAXc/x3UVgBISEpCQkOCRfeXk5ODFF19EZWWl+sRu27YNZrMZWVlZ3d4nKysLoaGhKCoqwty5cwEAlZWVKCsrw5o1azxSL1e5+1wIIbBp0yb83d/9HUJDQ91+vIsXL+LUqVNOb0ItDOQ9cODAAQDo8RjS0tJgsVhQVFSEcePGAZD73nfs2IGXXnqpfxX2EHeO+8yZM/jBD36ArKwsbNq0CUaj+z3Zenm9uxMWFoasrCwUFRXhRz/6kbq9qKgId999d7f3ycnJwdatW522bdu2DRMmTOjX34MWhBBYvHgxtmzZgs8//xxpaWn92s+BAwd0+bq6qrm5GYcPH8Ztt93W7e2B8Fp3tGnTJiQmJuKuu+5y+77+/lr39zM5JycHRUVFTr0A27Ztc7+hwq0h0zpy4sQJceDAAbFixQoxaNAgceDAAXHgwAFRV1cnhBCira1NZGZmiqlTp4r9+/eL7du3i2HDholFixap+zh9+rRIT08Xu3fvVrc99thjYtiwYWL79u1i//794o477hA33HCDaGtr8/kxumP79u0CgCgvL+/29vT0dPH+++8LIYSoq6sTS5YsEbt27RIVFRXis88+Ezk5OWLo0KGitrbWl9Xut127dom1a9eKAwcOiOPHj4s//OEPIiUlRcyZM8epXMfjFkKI1atXC0mSxPvvvy8OHjwoHnzwQZGcnOw3x33mzBlx9dVXizvuuEOcPn1aVFZWqj8d+fvrXVBQIEJDQ8Ubb7whysvLRX5+voiKihLff/+9EEKI559/XuTl5anljx8/LiIjI8XTTz8tysvLxRtvvCFCQ0PF//7v/2p1CG5buHChkCRJfP75506v6+XLl9UynY973bp1YsuWLeKbb74RZWVl4vnnnxcAxHvvvafFIfTLkiVLxOeffy6OHz8uSkpKxKxZs0R0dHRAv9YKu90uhg8fLn7xi190uS1QXuu6ujr1+xmA+rl94sQJIYRrn8l5eXlOM0C//PJLYTKZxOrVq8Xhw4fF6tWrRUhIiCgpKXGrbn4bgB5++GEBoMvPZ599ppY5ceKEuOuuu0RERISIi4sTixYtEk1NTertFRUVXe7T2NgoFi1aJOLi4kRERISYNWuWOHnypA+PrH8efPBBMWnSpB5vByA2bdokhBDi8uXLYsaMGWLIkCEiNDRUDB8+XDz88MN+cZyKffv2iezsbCFJkggPDxfp6eli2bJloqGhwalcx+MWQp52uWzZMmGxWITZbBa33367OHjwoI9r33+bNm3q9n3f+X+ZQHi9/+u//kuMGDFChIWFifHjxztNB3/44YfF5MmTncp//vnnYty4cSIsLEyMHDlSbNiwwcc1HpieXteO79/Ox/3SSy+JUaNGifDwcBEbGytuvfVW8dFHH/m+8gNw//33i+TkZBEaGipSUlLEvffeKw4dOqTeHoivteKTTz4RAMTRo0e73BYor7Uyfb/zz8MPPyyEcO0zefLkyWp5xR//+EeRnp4uQkNDxbXXXtuvIGgQon30GBEREVGQCNhp8EREREQ9YQAiIiKioMMAREREREGHAYiIiIiCDgMQERERBR0GICIiIgo6DEBEREQUdBiAiIiIKOgwABEREVHQYQAiIiKioMMAREREREGHAYiIiIiCzv8HXJ5yT9MJnREAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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u4zvf+Q6FhYWce+65OBwOVq5c6X1MbW0ta9asYdy4cQCMHj2a6OjoJmVKSkooKirylsnLy8PpdLJx49nNCT/++GOcTqe3THOxsbEkJSU1+RGRIHakYf0fz9gcf+s/HGwRUHUCKlvvaheR0OHTGKDExERyc3Ob3JaQkEBqaqr39rlz57Jw4UKGDh3K0KFDWbhwIX369GH27NkA2O12br/9dh555BFSU1NJSUnh0UcfZeTIkd5B1cOHD2fq1KnccccdPP/88wDceeedTJ8+nWHDhnX7pEUkCDRuAeoN0XGQOhSO7TafOymzd55XRCzh8yDojjz22GNUVVVx7733Ul5ezpgxY1ixYgWJiYneMosXLyYqKopZs2ZRVVXFhAkTeOWVV4iMPLvR4WuvvcYDDzzgnS02c+ZMlixZ0tPVFZFA5QlAjpG995wZFzYEoCIYOrHj8iIStGyGEZqd3RUVFdjtdpxOp7rDRILN6ePwy4aBz48fhNjE9sv3lI9+BR/8DEbOgn97sXeeU0Sa6K3Pb+0FJiKBxzP9PXlw74UfgIyGLv4j29svJyJBTwFIRAKPd/xPbvvleppnvNGx3VBf27vPLSK9SgFIRAKPVQHIPgBi7eCuh2Of9+5zi0ivUgASkcDj6QLrrRlgHjbb2edUN5hISFMAEpHA4qqHsp3m9d4OQI2f0xPCRCQkKQCJSGA5sQdcNRDdB5Jzev/51QIkEhYUgEQksHhaXtJHQIQFb1GaCSYSFhSARCSwHNlhXlrR/QWQPty8PFVqrkckIiFJAUhEAsvRXealJ4j0tti+0G+gef3YbmvqICJ+pwAkIoHlaEPo6G/hvn/9L2ioyy7r6iAifqUAJCKBo74GTuw1r3tCiBU84euoWoBEQpUCkIgEjuN7wHBBbBIkWrgbu1qAREKeApCIBA5P4Og/zFyU0CreAKQWIJFQpQAkIoEjEMb/AKSdb15WlkDVSUurIiL+oQAkIoHD2wJk4fgfgLgkSDrHvK49wURCkgKQiAQObwuQxQEIGg2E1jggkVCkACQigcFVB8e/NK9b3QUGGgckEuIUgEQkMJwoBncdRCdA0gCra6MWIJEQpwAkIoHBs+py//Ot2QOsObUAiYS0AHiXEREhcAZAe3hmgjkPQE2ltXURkR6nACQigSFQpsB79EmBvhnmdc0EEwk5CkAiEhg8LUBpARKAQFtiiIQwBSARsZ7bBce+MK8HSgsQaEsM6XUut8H6Pcf5a+Eh1u85jsttWF2lkBVldQVERDi5D+qrITIWkgdbXZuz1AIkvaigqIQF7+6gxFntvS3THse8GSOYmmvh3nghSi1AImI9T8BIOx8iIq2tS2NpCkDSOwqKSrhn6ZYm4Qeg1FnNPUu3UFBUYlHNQpcCkIhYzzsD7Hxr69Fc2lDz8uQ+qK+xti4SslxugwXv7qC1zi7PbQve3aHusB6mACQi1vOsAB1IA6DBnAUWkwiG21yoUcQPNhafaNHy05gBlDir2Vh8ovcqFQYUgETEescaAlDqEGvr0ZzNdrYV6PgX1tZFQlZZZdvhpyvlpHMUgETEep4WoNTzrK1HazwBSGsBiZ+kJ8b1aDnpHAUgEbFWVTmcOWZeD7QWIIBUTwD60tp6SMi6IieFTHsctjbut2HOBrsiJ6U3qxXyFIBExFrH95qXiZkQm2htXVqT1tAqpS4w8ZPICBvzZowAaBGCPL/PmzGCyIi2IpJ0hQKQiFjLEywCsfsLGrUAfQGGZuGIf0zNzeS5Wy/FYW/azeWwx/HcrZdqHSA/0EKIImKt4wE6ANojdQhgg+qTcOY4JKRZXSMJUVNzM5k0wsHG4hOUVVaTnmh2e6nlxz8UgETEWoE8ABogOh7s2eDcbw6EVgASP4qMsJE3JNXqaoQFdYGJiLW8AWiotfVoT1qjbjARCQkKQCJiHbcbju8xrwdqCxBoLSCREKQAJCLWqSyBujNgi4TkQVbXpm2ecKap8CIhQwFIRKzj6f5KHgyR0ZZWpV1qARIJOQpAImId7x5gATz+B86OTzpRDPW11tZFRHqEApCIWCfQZ4B5JGVBdAIYLij/yuraiEgPUAASEesE+hpAHjbb2TqqG0wkJCgAiYh1gqUFCDQVXiTEKACJiDXqa6F8n3k9kNcA8kg737xUC5BISFAAEhFrlH9ljqmJToBEh9W16Zh3KrwCkEgoUAASEWs0Hv9jC4K9jtQFJhJStBeYiFgjmMb/wNl6Vp2AMyegT4q19ZGA43Ib2sg0iCgAiYg1PGNpAn0NII+YBEg6ByoOma1AA8dYXSMJIAVFJSx4dwclzmrvbZn2OObNGMHU3EwLayZtUReYiFgjGPYAa85TVw2ElkYKikq4Z+mWJuEHoNRZzT1Lt1BQVGJRzaQ9CkAiYo1gWQOoMe+WGNoTTEwut8GCd3dgtHKf57YF7+7A5W6thFhJAUhEel91BZw6Yl4PxhYgDYSWBhuLT7Ro+WnMAEqc1WwsPtF7lZJOUQASkd7naUFJSIc4u7V18YVnvSJP952EvbLKtsNPV8pJ71EAEpHeF4zjf+Bsd92JveB2WVsXCQjpiXE9Wk56j08B6LnnnuOiiy4iKSmJpKQk8vLy+Pvf/+693zAM5s+fT1ZWFvHx8VxzzTVs3769yTFqamqYM2cOaWlpJCQkMHPmTA4ePNikTHl5Ofn5+djtdux2O/n5+Zw8ebLrZykigSUYx/8A9BsIkTHgqgHnAatrIwHgipwUMu1xtDXZ3YY5G+yKHC2bEGh8CkADBgzgySef5JNPPuGTTz7huuuu44YbbvCGnKeffppnnnmGJUuWsGnTJhwOB5MmTaKystJ7jLlz57J8+XKWLVvG2rVrOXXqFNOnT8flOvttavbs2RQWFlJQUEBBQQGFhYXk5+f30CmLiOU8AShYpsB7RERCyrnm9WMaCC0QGWFj3owRAC1CkOf3eTNGaD2gAGQzDKNbQ9NTUlL45S9/yfe+9z2ysrKYO3cuP/jBDwCztScjI4OnnnqKu+66C6fTSf/+/fnDH/7ATTfdBMDhw4fJzs7m/fffZ8qUKezcuZMRI0awYcMGxowx19nYsGEDeXl57Nq1i2HDhnWqXhUVFdjtdpxOJ0lJSd05RRHpac9fDSWfws2vwwXXW10b3yz7Duz6G0x9CsbebXVtJEBoHaCe01uf311eCNHlcvHmm29y+vRp8vLyKC4uprS0lMmTJ3vLxMbGMn78eNatW8ddd93F5s2bqaura1ImKyuL3Nxc1q1bx5QpU1i/fj12u90bfgDGjh2L3W5n3bp1bQagmpoaampqvL9XVFR09dRExJ8MI3jHAIHWApJWTc3NZNIIh1aCDiI+B6Bt27aRl5dHdXU1ffv2Zfny5YwYMYJ169YBkJGR0aR8RkYG+/aZOz6XlpYSExNDcnJyizKlpaXeMunp6S2eNz093VumNYsWLWLBggW+no6I9LZTR6D2FNgiIHmw1bXxndYCkjZERtjIG5JqdTWkk3yeBTZs2DAKCwvZsGED99xzD7fddhs7duzw3m9rtqmhYRgtbmuueZnWynd0nMcffxyn0+n9OXBAAxRFApInOPQbBFGx1talK7xrASkAiQQznwNQTEwM5513HpdddhmLFi1i1KhR/Od//icOhwOgRStNWVmZt1XI4XBQW1tLeXl5u2WOHDnS4nmPHj3aonWpsdjYWO/sNM+PiAQgzyKCwdj9BWfXAqo4CLVnrK2LiHRZt9cBMgyDmpoacnJycDgcrFy50ntfbW0ta9asYdy4cQCMHj2a6OjoJmVKSkooKirylsnLy8PpdLJx40ZvmY8//hin0+ktIyJBLNh2gW+uTwrE9TOvn9CCiCLByqcxQD/60Y+YNm0a2dnZVFZWsmzZMlavXk1BQQE2m425c+eycOFChg4dytChQ1m4cCF9+vRh9uzZANjtdm6//XYeeeQRUlNTSUlJ4dFHH2XkyJFMnDgRgOHDhzN16lTuuOMOnn/+eQDuvPNOpk+f3ukZYCISwLwDoINsDSAPm80cB3RwkxnmHCOtrpGIdIFPAejIkSPk5+dTUlKC3W7noosuoqCggEmTJgHw2GOPUVVVxb333kt5eTljxoxhxYoVJCYmeo+xePFioqKimDVrFlVVVUyYMIFXXnmFyMhIb5nXXnuNBx54wDtbbObMmSxZsqQnzldErBasawA1lnqeGYA0DkgkaHV7HaBApXWARAKQqw5+4QB3PTy0HewDrK5R13z0K/jgZ3DRzXDj81bXRiSkBPw6QCIiHXG5jabroiSVE+muh6h4SMyyunpdp7WARIKeApCI+EVrK+P+W98ifg3m+J+IIN6LufFaQIZhjgsSkaASxO9AIhKoCopKuGfplibhByC5ylwUtSQ6SLu+PFLOBWxQ7YTTx6yujYh0gQKQiPQol9tgwbs7aG1wYY7NXCesoKQvLncQDz+Mjgd7tnldK0KLBCUFIBHpURuLT7Ro+fHIsZUAsK0qjY3FJ3qzWj0vTeOARIKZApCI9KiyytbDD0BOhNkCVGxktlsuKHgHQqsFSCQYKQCJSI9KT4xr9fY+VJNpM1t99hqZbZYLGp4tMbQWkEhQUgASkR51RU4KmfY4ms+L8oz/OW4k0seexhU5Kb1fuZ7kWclaLUAiQUkBSER6VGSEjXkzRgA0CUGe8T/FRibzZowgMiLIp457psKf2AuuemvrIiI+UwASkR43NTeT5269FIf9bDeXJwA5ci5kam6mVVXrOUkDICoO3HXg3G91bUTER1oIUUT8YmpuJpNGOLwrQY/79A0ohgHnXWR11XpGRASkDIGy7eY4oJRzra6RiPhALUAi4jeRETbyhqRyw8Xn0L/mgHmjZ/ZUKNA4IJGgpQAkIv5nGHB8j3k9lAKQd0sMrQUkEmwUgETE/04fgxonYIOUHKtr03O0FpBI0FIAEhH/87SQ9Ms2t5EIFVoLSCRoKQCJiP95WkhCqfsLzo4BqjwMNaesrYuI+EQBSET8L1QDUJ8U6JNqXj+xx9q6iIhPFIBExP+OhWgAAo0DEglSCkAi4n+h2gIEGgckEqQUgETEv1z15nYREKIBSGsBiQQjBSAR8S/nfnO7iKg4sGdbXZuep7WARIKSApCI+JenayhliLl9RKjxjgHaYy74KCJBIQTfjUQkoHjH/wyxth7+knIuYIOaCjhVZnVtRKSTFIBExL88XUOerqJQExUL/Qaa1zUOSCRoKACJiH8dawhAoTgA2kPjgESCjgKQiPiXdxPUEG0BAq0FJBKEFIBExH9qTpnbREDojgGCswFIawGJBA0FIBHxH8/2EH1SzW0jQpW3C0wBSCRYKACJiP94x/+EcPcXnG0BKi8GV521dRGRTlEAEhH/8Y7/CeEB0ACJWRDdB9z1cHK/1bURkU5QABIR//FOgQ/xABQRYS70CGdbvUQkoCkAiYj/hPImqM2laSaYSDBRABIR/zCMs7OiQn0MEDSaCq8WIJFgoAAkIv5x6gjUVoItAlJyrK6N/3lCnmfck4gENAUgEfEPT1dQv4HmdhGhzrsWkFqARIKBApCI+Ee4TIH38Cz0eKoUaiqtrYuIdEgBSET8I5wGQAPE94OE/uZ1DYQWCXgKQCLiH54QEOpT4BvTOCCRoKEAJCL+EW4tQHC2G0zjgEQCngKQiPQ8Vx2Uf2VeD5cxQKA9wUSCiAKQiPS88n3mthDRfSAx0+ra9BpXw2rQJw/sYP2e47jchsU1EpG2KACJSM/zLAaYOsTcJiIMFBSV8J23jwMQdXIvt7y4niuf+oCCohKLayYirQmPdyYR6V1hNgW+oKiEe5ZuYXNlP+qNCPraqknnJKXOau5ZukUhSCQAKQCJSM8LowHQLrfBgnd3YAB1RHHAMKfCnxtRgqcDbMG7O9QdJhJgFIBEpOd5p8CHfgvQxuITlDirvb8XG+aYp3NtZquPAZQ4q9lYfMKK6olIGxSARKTnHWs0BijElVVWN/l9b0MAyrGVtFtORKylACQiPauqHE6XmdfTzre2Lr0gPTGuye/NW4DaKici1lIAEpGedfRz8zLpHIhNtLYuveCKnBQy7XHYGn5v3gJkAzLtcVyRk2JNBUWkVQpAItKzju02L8Og9QcgMsLGvBkjADPs7HWbAWigrYwY6gGYN2MEkRG2tg4hIhZQABKRnnW0IQD1H2ZtPXrR1NxMnrv1Uhz2OI6QzGkjliibm0sSnTx366VMzQ2fxSBFgkWU1RUQkRBzrKELLExagDym5mYyaYSDjcUnqHvnXHDu5PUbU4kcrvAjEojUAiQiPcsTgMKoBcgjMsJG3pBU+mWbXWKRJ7QrvEig8ikALVq0iMsvv5zExETS09P5xje+we7du5uUMQyD+fPnk5WVRXx8PNdccw3bt29vUqampoY5c+aQlpZGQkICM2fO5ODBg03KlJeXk5+fj91ux263k5+fz8mTJ7t2liLSO+qqzH3AIOxagJrwrIB9XLvCiwQqnwLQmjVruO+++9iwYQMrV66kvr6eyZMnc/r0aW+Zp59+mmeeeYYlS5awadMmHA4HkyZNorKy0ltm7ty5LF++nGXLlrF27VpOnTrF9OnTcblc3jKzZ8+msLCQgoICCgoKKCwsJD8/vwdOWUT85viXgAFx/SChv9W1sY5nBezjagESCVhGN5SVlRmAsWbNGsMwDMPtdhsOh8N48sknvWWqq6sNu91u/O53vzMMwzBOnjxpREdHG8uWLfOWOXTokBEREWEUFBQYhmEYO3bsMABjw4YN3jLr1683AGPXrl2dqpvT6TQAw+l0ducURcQXn71pGPOSDON/JlldE2sd2mL+Ozx9ntU1EQk6vfX53a0xQE6nE4CUFHN9i+LiYkpLS5k8ebK3TGxsLOPHj2fdunUAbN68mbq6uiZlsrKyyM3N9ZZZv349drudMWPGeMuMHTsWu93uLdNcTU0NFRUVTX5EpJeF6QDoFlIaVsA+XQbVTmvrIiKt6nIAMgyDhx9+mCuvvJLc3FwASktLAcjIyGhSNiMjw3tfaWkpMTExJCcnt1smPT29xXOmp6d7yzS3aNEi73ghu91OdnZ2V09NRLoqDKfAtyouCfo6zOuefdFEJKB0OQDdf//9fPbZZ/zxj39scZ/N1nTBL8MwWtzWXPMyrZVv7ziPP/44TqfT+3PgwIHOnIaI9CRvC1CYByA4Ow7omAKQSCDqUgCaM2cO77zzDh9++CEDBgzw3u5wmN94mrfSlJWVeVuFHA4HtbW1lJeXt1vmyJEjLZ736NGjLVqXPGJjY0lKSmryIyK9yFV/trWjf5h3gQGkNcwE84RCEQkoPgUgwzC4//77efvtt/nggw/Iyclpcn9OTg4Oh4OVK1d6b6utrWXNmjWMGzcOgNGjRxMdHd2kTElJCUVFRd4yeXl5OJ1ONm7c6C3z8ccf43Q6vWVEJMCc3AeuWoiKB/tAq2tjvf4XmJdHd1lbDxFplU8rQd933328/vrr/PWvfyUxMdHb0mO324mPj8dmszF37lwWLlzI0KFDGTp0KAsXLqRPnz7Mnj3bW/b222/nkUceITU1lZSUFB599FFGjhzJxIkTARg+fDhTp07ljjvu4PnnnwfgzjvvZPr06QwbpqZ1kYDkGf+Tdh5EaI1V0hsCUNlOa+shIq3yKQA999xzAFxzzTVNbn/55Zf57ne/C8Bjjz1GVVUV9957L+Xl5YwZM4YVK1aQmHh2V+jFixcTFRXFrFmzqKqqYsKECbzyyitERkZ6y7z22ms88MAD3tliM2fOZMmSJV05RxHpDd5NUPUlBYD+w83L8mKoq4boOGvrIyJN2AzDMKyuhD9UVFRgt9txOp0aDyTSG/5yLxS+Btc+AeMfs7o21jMMeGowVJ+Eu9eCY6TVNRIJCr31+a12ahHpGd4uMA2ABsBmg/SGVqAyjQMSCTQKQCLSfYahRRBbo4HQIgFLAUhEuq+yFGoqwBYJqUOsrk3gUAASCVgKQCLSfWU7zMvUIRAVa21dAolmgokELAUgEek+zwe8Z8yLmJrPBBORgKEAJCLd5w1AI6ytR6Dpmw5x/cBww/EvrK6NiDSiACQi3efpAlMLUFOaCSYSsBSARKR73O6zg3zVAtSSBkKLBCQFIBHpnpP7oO4MRMZCck7H5cONApBIQFIAEpHu8Yz/6X8+RPq0u0540EwwkYCkACQi3eMd/6Pur1ZpJphIQFIAEpHu0RT49mkmmEhAUgASke7RFPj2aSaYSEBSABKRrnPVnd0DTC1AbfMGoO3W1kNEvBSARKTrju8Bdx3E9AV7ttW1CVwZueblEQUgkUChACQiXdd4AUSbzdq6BDJPACotsrYeIuKlACQiXacB0J2T0TA+qvIwnDlhbV1EBFAAEpHu8LQA9VcAaldsIiQPNq8fUSuQSCBQABKRrtMeYJ2ncUBBzeU2WL/nOH8tPMT6PcdxuQ2rqyTdpGVbRaRrairhRLF53THS2roEg4wLYdff1AIUhAqKSljw7g5KnGcXssy0xzFvxgim5mZaWDPpDrUAiUjXHNkBGJCYCQlpVtcm8GkgdFAqKCrhnqVbmoQfgFJnNfcs3UJBUYlFNZPuUgASka45ss289HywS/syLjQvj+4CV721dZFOcbkNFry7g9Y6uzy3LXh3h7rDgpQCkIh0TWlDAFL3V+ck50B0H6ivhhN7ra6NdMLG4hMtWn4aM4ASZzUbizWzLxgpAIlI1ygA+SYi4ux2IZ7WMwloZZWd27y2s+UksCgAiYjv3K6GMUAoAPnCoZlgwSQ9Ma5Hy0lgUQASEd8d3wP1VRjRfVhfbtfU4M7SVPigckVOCpn2ONpa49yGORvsipyU3qyW9BBNgxcR3zV04WyvP4dbXtrkvVlTgzvgGQitmWBBITLCxrwZI7hn6RZs0GQwtCcUzZsxgsgIbQMTjNQCJCI+27ttPQCf1g1scrumBnfAE4AqDkJVubV1kU6ZmpvJc7deisPetJvLYY/juVsvVdgPYmoBEhGfuNwGRz7/hHOBnUbTAGRgfjNe8O4OJo1w6Jtxc3F26DcQTu43B5HnXG11jaQTpuZmMmmEg43FJyirrCY90ez20t93cFMAEhGfbCw+wbnuYrDBDvegFvc3nhqcNyS19ysY6DIvNgPQ4UIFoCASGWHT33OIUReYiPjk5LFDZNhO4jZs7GrWAtSYpga3Ieti87Kk0MpaiIQ9BSAR8cmgWnMRv6+MDM7Q9vRfTQ1uQ+Yo87LkU2vrIRLm1AUmIj65wNgDwA5jcKv32zAHiGpqcBsyLzEvj38J1RUQl2RtfQQwx7ZpjE94UQASEZ9ElGwF4DP3uZoa3BUJqWDPBucBKP0MBl9pdY3CnnZ7D0/qAhMR3xwuBGDihCmaGtxVnm6whn9LsY52ew9fagESkc47ddRsucDGFeOuY+01ieo26IrMi2HX3zQOyGId7fauJR1CmwKQiHSeZ+ZS2lCISyISNDW4KzQTLCD4stt7IP2da7xSz1AAEpHOO7TFvMy6xNp6BDtPF9ixL6CmEmITra1PmArG3d41XqnnaAyQiHTeYXMAtAJQN/VNh8QswNC+YBYKtt3eNV6pZykAiUjnKQD1HHWD9RqX22D9nuP8tfAQ6/ccx+U2R/0E027vHY1XAnO8kufcpGPqAhORzqkogVOlYIsAx0iraxO0POM3km05XAC4D23RN1E/6qjLKFh2ew/W8UqBTP/vRKRzPK0//S+AmARr6xKkCopKuPKpD7jlxQ0s+qwvAAeL/qmuCz/pTJdRsOz2HozjlQKdWoBEpHPU/dUtng9jTytDoXsIAAONEm5YugZuHR8wH7ahwJcp7sGw23uwjVcKBgpAItI5hzUDrKta+zB20pc97kyGRJRwccSXLHi3v9ab6aLWpoX72mUU6Lu9e8YrlTqrWw112oLGdwpAItIxtxsOfmJeP+dSa+sShNr6MN5qDGUIZgD60HmJxm90QVtjfL6e6+jU44OlyygywhY045WChcYAiUjHjn8J1SchKg4yNADaV219yG51nwfAJbYv2y0nrWtvjM9L//qqU8cIpi6jYBmvFCzUAiQiHTu40bzMuhSiYqytSxBq60PWE4AujvgSG+6g+jC2WmemhUfYwDAIqS6jYBivFCwUgESkYwc+Ni+zL7e2HkGqrfEbu41szhixJNmqGJt4POg+jK3U0RgfAM+SOKHWZRTo45WChbrARKRjBzaZl9ljrK1HkPKM3wCaLLrnIpLPjHMB+NFFp4Lyw9gqne0u/N7XBqvLSFqlFiARaV/VSTi607w+4ApLqxLMPOM3mg/Y/Tz6Asa6djLS+NzC2gWutjb+7Gx34aQRDp64foS6jKQFBSARad+hhtlfyTnQt7+1dQlyrY7fqHHDn5afnWUnXu2t4jxphKPT08LVZSStUReYiLTP2/2l1p+e4PkwvuHic8z1Zzzjqsp2QHWFtZULIB2t4rxyR2mr3YqNfw/WMT7SO3wOQB999BEzZswgKysLm83GX/7ylyb3G4bB/PnzycrKIj4+nmuuuYbt27c3KVNTU8OcOXNIS0sjISGBmTNncvDgwSZlysvLyc/Px263Y7fbyc/P5+TJkz6foIh0k3cAtAKQXyQ6oN8gwIADG62uTUDo7Mafk0Y4NC1cusznAHT69GlGjRrFkiVLWr3/6aef5plnnmHJkiVs2rQJh8PBpEmTqKys9JaZO3cuy5cvZ9myZaxdu5ZTp04xffp0XC6Xt8zs2bMpLCykoKCAgoICCgsLyc/P78IpikiXuV1waLN5XeN//Gfwleblvn9ZW48A4csqzlNzM1n7g+v44x1j+c+bL+aPd4xl7Q+uU/iRDvk8BmjatGlMmzat1fsMw+DZZ5/liSee4MYbbwTg1VdfJSMjg9dff5277roLp9PJSy+9xB/+8AcmTpwIwNKlS8nOzmbVqlVMmTKFnTt3UlBQwIYNGxgzxpx18uKLL5KXl8fu3bsZNmxYV89XRHxRug1qKiA2CdJHWF2b0DVoHBS+BvvWWV2TgODrxp8a4yNd0aNjgIqLiyktLWXy5Mne22JjYxk/fjzr1pn/sTdv3kxdXV2TMllZWeTm5nrLrF+/Hrvd7g0/AGPHjsVut3vLNFdTU0NFRUWTHxHpJk+LxMA8iNScCb8ZNM68PLQZas9YW5cAoI0/pTf0aAAqLS0FICMjo8ntGRkZ3vtKS0uJiYkhOTm53TLp6ektjp+enu4t09yiRYu844XsdjvZ2dndPh+RsPfVWvNy8NesrUeoS86BxExw152ddRfGPAtHtjV82YY5G0wLR0p3+GUWmM3W9M/WMIwWtzXXvExr5ds7zuOPP47T6fT+HDhwoAs1FxEvt+tsC5BnjIr4h80GgxpCprrB2lw4svHvmuEl3dWjAcjhMHffbd5KU1ZW5m0Vcjgc1NbWUl5e3m6ZI0eOtDj+0aNHW7QuecTGxpKUlNTkR0S64UgRVDshJhEco6yuTejzdINpIDSgjT/F/3o0AOXk5OBwOFi5cqX3ttraWtasWcO4ceZ/7tGjRxMdHd2kTElJCUVFRd4yeXl5OJ1ONm48OyX0448/xul0esuIiJ995Rn/M1bjf3qDpwXowCaor7W2LgFCM7zEn3x+Vzt16hRffvml9/fi4mIKCwtJSUlh4MCBzJ07l4ULFzJ06FCGDh3KwoUL6dOnD7NnzwbAbrdz++2388gjj5CamkpKSgqPPvooI0eO9M4KGz58OFOnTuWOO+7g+eefB+DOO+9k+vTpmgEm0lu843/U/dUr+g+DPqlw5jgc3mIGzzDQ1lYXHprhJf7icwD65JNPuPbaa72/P/zwwwDcdtttvPLKKzz22GNUVVVx7733Ul5ezpgxY1ixYgWJiYnexyxevJioqChmzZpFVVUVEyZM4JVXXiEyMtJb5rXXXuOBBx7wzhabOXNmm2sPiUgPc7sbjf+5ytq6hAvPOKCd77B/cwFbT2SH/L5V7W11oVYe8TebYRitLbYZ9CoqKrDb7TidTo0HEvFVyWfw/FUQ0xd+sE9dYL1k+zuLuXDLfDa6hzGrdh4QuoHAs9VF8w8gT9TTOJ/w1Vuf39oLTERa2vOBeTlonMJPLykoKuHu9f0AuMT2JX0x1wPy7H1VUFRiYe16Vme3unC5Q/L7uQQIBSARackTgIZMsLYeYcITCA4Y6XzlziDa5mJsxE4gNAOBL1tdiPiLApCINFV7GvavN6+fpwDUGxoHgn+6RwJwZcQ27/2hFgh83epCxB8UgESkqa/+Ba5asA+E1POsrk1YaPxBv7YhAF3VKAC1Vi6YaasLCQQKQCLS1J7/Z16ed505M0n8rvEH/Xr3COqNCIZElHAOR9ssF8y01YUEAgUgEWnqy4YApPE/vaZxIKgggU+NIQBcGVkEhF4g0FYXEggUgETkrJP74fgXYIvENfgq1u85zl8LD7F+z/GQGYAbiJoHgo9cFwFwTURhyAYCbXUhVtP8VhE56/N/AHAi5WKu/88tWqCuF3kCwYJ3d7Cq4lIe4i2ujviMgUkRPD7z4pD8d5+am8mkEY52V4IW8RcFIBE5a9d7ADxfej4lrqYDbj3r0ejbuf94A8HeUVT9+b9IqD7CB/8WSeSw0P331lYXYhV1gYmIqdqJ0bD/1wr3ZS3uDsX1aAJRZISNvPPSiM+dbv7+xd8trlHXudyGulElYKkFSERMX6zE5q7jS3cWxUbrLQ6N16PRt3Y/G/Z1+OQl2P13uP6ZoJuRp32+JNCpBUhETLvfB2Cle3SHRUNlPZqAltOwF1tlCZQUWl0bn3j2+Wq+2nMobushwUsBSESgvha+WAnASlfHAShU1qMJaFGxMOQ683rD2CyPQO5a0j5fEizUBSYiUPwR1FRgJKRTGpOLraK21Q8wG+Y05VBZjybgDZ8BO9+B7cvh2ifAZgv4riVf9vlSN6pYSS1AIgJFfwbANmIm/zEz17zerEiorkcT0IZNg6g4OP4llG4Liq4l7fMlwUIBSCTc1VXDzr+Z13O/pQXqAklsIgydDIC76O1Ody31VhdZa8+jfb4kWKgLTCTcfbECaishaQBkjwG0QF1Ayb0Rdr5DbeGblDgvo2XbnMnTtbTkgy9Ztml/t7vIXG6j3de/ra64n1w/nEx7HKXOanWjSkBTABIJdw3dX+R+EyLONgprgboAMXQKRCcQd/ogo2x7+NQ4r93ii1d93uI2Xxex7GickacrrnnAKXVWc9/rW7nz6hxe+KgYGzQpo25UCSTqAhMJZzWV3u0vyP2WtXWR1sX0MccCAd+I/FeXDtHa7Ku2usk6Gmf0/meHO+yKe+fTEn4zW92oEtjUAiQSzrYvh/pqSD0PMkdZXRtpy6hboOjP3Bj1L56sn00N0T4fovHsK2dVbZvdVz97b2eb4cYG/PivRZw4Xdfh8yQnxLD2B9epG1UClgKQSDjb8nvz8pL8oFtpOKwMuRaSzsFecYhJEZ/wnjuvRddSZ4c5r9xRysv/+qrV7qt7X9/a7mMNaDf8NFZWWa1uVAlo6gITCVOu0u1wcBNuWxSf9JuqhekCWUQkXDwbgPnZW1rtWnpo4tBOHeovhYfb7b7qKZrlJYFOLUAiYaigqISTyxdyM7Ci/hLuXrqHTPuhgFlMT1px8Xfgo1+SdmQdax94jo3lfZt0LQEs23Sg3dlXyQnRnDhd2+2qpCTEUH5ai2VKcFMLkEiYKSgq4cGlHzOlfjUAy1zXAoG1mJ60IiUHcq4GDCILl5I3JJUbLj6HvCGpREbYiIywMW/GCKDtRSy/efE53aqCDXOs0M9v0GKZEvwUgETCiGefphmR60i2neKQkcpH7osA7dMUFC77nnn5yf+aC1g209EilhNHODr9VO2Fm69fpMUyJfipC0wkjJj7NFVxe4y58/vv6yfjbvQ9SPs0BbgLZoA9G5wHYNubcGl+iyLtLWLpchudWqTwJ9eP4GfvNZ0l5mi2mKIWy5RgpwAkEkbKKqu5MqKI4REHOG3E8kfXdW2WkwAUGQVX3AkrfwIbnoNLbm119l5bs6883WT3LN3S7iKFU3MzmZLbcbjRLC8JZuoCEwkj6Ylx3BH5HgB/cl1DBQltlpMAdem/Q3QClG2Hvat9fnhn93rzhJvG44wkOPTWXnDBTi1AImHkivhDREZ+hsuw8b+uqS3u1wyeIBDfz2z52fg8fPQrc40gH6n7KnR1tI2JnKUWIJEQ1NY3wMiPngLgffcYDhoZTR6jGTxB5GsPQGQM7FsLxR916RBq4Qk9HW1johmeTakFSCTEtPUN8NdXuhm3629gi6DftP/Asaa63UGuEsDsA+DS22DTi/DhIhh8lVbyDnOeGZ7tbWOy4N0dTBrhUNhtoAAkEkLa26W7asUvIRIY+W2uGvc11o411AUSzK562NzKZP86cyxQF7rCJHSYMzzbnrygGZ4tKQCJBCGXu2V4Adr8Bvi1iG1MiNxKPRHYrnqMSDSDJ+glZcFl/wc+/h2s+DHcucacJSZhqbMzNzXD8yz9bxEJMm11cd18eXar3wAjcfGTqD8A5ro/wyuSyevfa9UVfxr/A/h0GRwpgi2vwOXft7pGYpHOztzUDM+zNAhaJIi0N8hx8aovWn3MrZGrGBZxkBNGX56tv1HfAENJnxS49gnz+gc/hzMnrK2PWOaKnBQy7XEtVvD28GxjohmeZykAiQSJjgY5tuYcjvJ/o94A4Jn6b1NBX30DDDWXfQ/SR0BVudkVJmGpM3vBaYZnUwpAIgGmrSnsHQ1ybMlgUfT/0NdWzSb3+bzumqBvgKEoMgqmLwZsUPga7C6wukZikc4ucglaLBE0Bkik17U2gNnzray9Rcxq6t2dfg4b8J3IVVwduY1qI5of1N2FQYS+AYaqgWMh7z5YvwTefQCyN5jdYxJ2OrPIpRZLNNkMwwjJ2FdRUYHdbsfpdJKUlGR1dUSA9t94gFansHvetuZOHNrmOJ/GHpp4Pls+/pAXah8n1lbPz+pu5f2+N4bdm1vYqauG56+GY7vhvEkw+w2IiLS6VhJg2loqw/M+07ylyAq99fmtACTSS9p74zGAfn2iOXmmrtXH2oCMpFjAxpGK9nfyXjvnYiJeug5b+VeUOK7jq4kvcsW5Wuk3LJR8Bi9NhvoquOpRmPATq2skAcTlNrjyqQ/a7Er3vof84DpL3y966/NbY4BEGvREn3hbx+jMAOa2wo+nTGlFDbdcMRBoe5Djgq8PIfKN2djKv4J+A8m87X/JOy9N4SdcZF4EM//LvP7PX8G2P1tbHwkoviyWGA5jhDQGSITO9Ym3N3ano2PY42N8HMDcusFpfXju1ktbPI/DHsf864cyecfjcGADxNph9psQn9zt55Qgc9EsOFwIG34Dy++C2EQ4f4rVtZIA0NklMFbuKOXhPxX2yhihthZ17Q3qApNu6SgUdHR/IByjM33iQLsBqaNjfO9rg3npX1916t+0PX+8Yyx5Q1Jbns/AvkS+9T3Y9TeIiIb8tyHn6m4/nwQptxuW3wnb3oSoOLjpNRg60epaicXW7znOLS9u6NJjuzJGqKtfGh+9Nptv5Q3TGKCuCuUA1JlA0BPH6U6LhycUdNSqYvUxJo1wdNgnbu8TjfNMXZvh5jezL+Fn7+1s9xjJCdGcON12F1dH2u2br3bCm/8H9vw/iIyFm5bC+ZO7/FwSIlx18EY+fP53iIiCG34Do262ulZiIc8YoFJn6+MIASJs0FZvV/P3oa7OaO3oS6O75gz7n52lANRVwRyAuvNH1ZljdOY43fnjBbjz6hxe+Ki4w1YVq4/R2ZlVbfEl3KQkxFB+urbNAcyeoAVNFzZs95vX8T3wx5vh2OcQFQ83vwbnTejCmUhIqq+Fv95rtgQBfG0uXPdjiIy2tFpiHc97N7R8n+lsGPjjHWNxVtV2eUZrR18aDQWg7rEqAPmzVQXa/6PyfED6O7x09McLHX+L8MxoKq2w9hj2+GhOVnW9ZcYX3/vaYF5u6AZrK+BA+11tXoYBm1+Gf/wY6k5D0jlm+Mm6xL8nIcHH7YZV/wHr/tv8PXssfOO3kDrE2nqJZdr6jPh6rqNTXfWe97Kuzmjt6Euju+YMBxSAus4fAcjKVpXO/FE57HH85PoR3Pd615M3dBwautudE646+tbU2cHWlHwK/3gCvvqn+fugK+Fb/wuJGb15OhJstv8F3pkDNRVmV+lVj8DXHoRobY0Sjlp7n9lYfKJTY4RSEmI4cbrWb3VTAOqmrgQgf/VnQs+0qnRGe3+YCi+t6xcfjbOq5RgfX3TUvdXZfvN2lRaZ3+I/ewMwzA+xifNgzD0QoRUtpBNOFMPfHoK9H5q/93XAlXNh9HchOt7KmkkA6GiMUG99higAdZOvAag7XU9qVQluD008n2dXfQ603ifer41B0J4yjVveWjsGdGN11ZpK2PUeFL4OxWvO3p77LZjwH5A8yPdjSngzDNj+Nqz4D6g4aN4WZ4eRs+CSWyFzFNi0blS4am+MEPTcjNb2vjQqAHWTLwGou11P4Rhe2vvjBTPwGUbrg+o6s6pxbx3D0zKzckdphwEY2g83PbK/jtsFR3ebYWfvati7xlzVF8AWAcNnmt0W51zaueOJtKW+1tw8de1iOLnv7O32bHPdoCHXwYDLoW+6dXUUS3S0pllXp9JD5740uhSAuqezAaijpcGDRU/NRoLOhYaOWjw8XX5t3d94BpfVx+jM2Juemn1nVsSA6pNw8gCc3G/+HP8SSrfBkSKoO9O0fOp5MPLb5hTm5MGI9Ci3G4pXw5bfw+6/Q32z98J+A8FxEaQNNf8WU4ZAogP6ZkBMH0uqLP7X1ntZZ7rJOjujVesA+Yk3AG1cRlLfRv9Jm53u7iOVLF75eYvH29qIB63d3lpjcVcenxAbxemaek9FW5TpExtJVcP9je/1jP64bdwg/lJ4uOEPr/Xn6dcnihtGncPv13/lPU7z+l87LI3Vnx9ts/7/njeIkef0Y9uhk/y18DDORrOo+sVHM3NUFiPPSWLbISfvfnq4ySyrfvFRzByVRW6WHYCiw2aZxsewx0cz4yIHuVl2ig47+dtnJd77zZlbUUy/KJMLG46x/ZCT97aVNDtGFNePzOTCrCS2H67gvW0lVDS7/+sjM7kws43/XK38t3AbBvuOn6ayuo7EuGgGpfYhwmYDww31NeaPq+GyvrrhpwZqT0NVOZw5YV5WlYO7naAa3cfc3fvca8xv4Rm56pKQ3lF7xhxc/3kB7FsPR3fR7uTomESzhSjODrF9zd9j+0JMXzMcRUSbU+4jo89e915GNfxd2zq4pOP7pVdt2V/O82v2tnn/XePPBeBPmw5Q3qj3JLlPNLMuz+bSgcne21yGwZdHTuGsqsMeH815GX05fboK+xU3KwD99re/5Ze//CUlJSVceOGFPPvss1x11VUdPs4bgH6YSFKs/pNIAOqTZn677jfQbNlxjDS/aacO0S7eEhiqK+DwFijbZbZSHv/CHEh96kjLliKRHlJRY2B/stLvASig9wJ74403mDt3Lr/97W/52te+xvPPP8+0adPYsWMHAwcO7NxBzrkc4pudZqNvDRXVdewqrQTAaLUtp3WNy8ZERjAotQ+fHzndRlnI6hfP4ZNVrT4e4AJHIql9Yzh2uo7io6epqXedPX5UJOf270ta3xjzsQY4q+qodRnEREVgj48+ezSbjWOnaviy7DS1zY4xJL0v/fvGNqnDyao6autdxERF0i8+uuGfxuat98kztdS63A33x7TyhauVf7M2v5X5q2xrD+/NOtjM7QaiYlu/jI6HPinmvlzxyRDfcF3dBxLo4pLMlshzr2l6u2GYA/RPlZlhqKYCak5BbWXD5SmzK9dVb7Z2umobXW/4cdcDRkNra0eXtH27WMYAKqvrqHMZREfaSIyL9uFTtB1VdcCHPXGkdgV0C9CYMWO49NJLee6557y3DR8+nG984xssWrSo3cf6OgbIn/2Zvmzr4KlTd7e66KntMkRERHpTby1kHLABqLa2lj59+vDmm2/yzW9+03v7gw8+SGFhIWvWrGlSvqamhpqaGu/vFRUVZGdn+zQLDLq/Qm9PbOwpIiISrnorAAVsF9ixY8dwuVxkZDRd3TYjI4PS0tIW5RctWsSCBQu69FxTczN57tZLWwQcR7OAM2mEo8PwEhlhI29IapvP1dH9IiIi4n8BG4A8bM3GXBiG0eI2gMcff5yHH37Y+7unBaizpuZmdhhwFF5ERERCQ8AGoLS0NCIjI1u09pSVlbVoFQKIjY0lNja2xe2+UMAREREJDwG7gVBMTAyjR49m5cqVTW5fuXIl48aNs6hWIiIiEgoCtgUI4OGHHyY/P5/LLruMvLw8XnjhBfbv38/dd99tddVEREQkiAV0ALrppps4fvw4P/3pTykpKSE3N5f333+fQYO0AaSIiIh0XcBOg++u3ppGJyIiIj2ntz6/A3YMkIiIiIi/KACJiIhI2FEAEhERkbCjACQiIiJhRwFIREREwo4CkIiIiIQdBSAREREJOwpAIiIiEnYUgERERCTsBPRWGN3hWeC6oqLC4pqIiIhIZ3k+t/29UUXIBqDjx48DkJ2dbXFNRERExFfHjx/Hbrf77fghG4BSUlIA2L9/v1//AQNNRUUF2dnZHDhwIKz2QNN567zDgc5b5x0OnE4nAwcO9H6O+0vIBqCICHN4k91uD6s/HI+kpCSddxjReYcXnXd4Cdfz9nyO++34fj26iIiISABSABIREZGwE7IBKDY2lnnz5hEbG2t1VXqVzlvnHQ503jrvcKDz9u952wx/zzMTERERCTAh2wIkIiIi0hYFIBEREQk7CkAiIiISdhSAREREJOwEbQD6xS9+wbhx4+jTpw/9+vVrtcz+/fuZMWMGCQkJpKWl8cADD1BbW9vucWtqapgzZw5paWkkJCQwc+ZMDh486Icz6BmrV6/GZrO1+rNp06Y2H/fd7363RfmxY8f2Ys27b/DgwS3O4Yc//GG7jzEMg/nz55OVlUV8fDzXXHMN27dv76Uad99XX33F7bffTk5ODvHx8QwZMoR58+Z1+HcdjK/3b3/7W3JycoiLi2P06NH885//bLf8mjVrGD16NHFxcZx77rn87ne/66Wa9oxFixZx+eWXk5iYSHp6Ot/4xjfYvXt3u49p6///rl27eqnW3Td//vwW9Xc4HO0+Jthfa2j9/ctms3Hfffe1Wj5YX+uPPvqIGTNmkJWVhc1m4y9/+UuT+7v6nvzWW28xYsQIYmNjGTFiBMuXL/e5bkEbgGpra/n2t7/NPffc0+r9LpeL66+/ntOnT7N27VqWLVvGW2+9xSOPPNLucefOncvy5ctZtmwZa9eu5dSpU0yfPh2Xy+WP0+i2cePGUVJS0uTn+9//PoMHD+ayyy5r97FTp05t8rj333+/l2rdc3760582OYcf//jH7ZZ/+umneeaZZ1iyZAmbNm3C4XAwadIkKisre6nG3bNr1y7cbjfPP/8827dvZ/Hixfzud7/jRz/6UYePDabX+4033mDu3Lk88cQTbN26lauuuopp06axf//+VssXFxfz9a9/nauuuoqtW7fyox/9iAceeIC33nqrl2vedWvWrOG+++5jw4YNrFy5kvr6eiZPnszp06c7fOzu3bubvLZDhw7thRr3nAsvvLBJ/bdt29Zm2VB4rQE2bdrU5JxXrlwJwLe//e12Hxdsr/Xp06cZNWoUS5YsafX+rrwnr1+/nptuuon8/Hw+/fRT8vPzmTVrFh9//LFvlTOC3Msvv2zY7fYWt7///vtGRESEcejQIe9tf/zjH43Y2FjD6XS2eqyTJ08a0dHRxrJly7y3HTp0yIiIiDAKCgp6vO7+UFtba6Snpxs//elP2y132223GTfccEPvVMpPBg0aZCxevLjT5d1ut+FwOIwnn3zSe1t1dbVht9uN3/3ud36oYe94+umnjZycnHbLBNvrfcUVVxh33313k9suuOAC44c//GGr5R977DHjggsuaHLbXXfdZYwdO9ZvdfS3srIyAzDWrFnTZpkPP/zQAIzy8vLeq1gPmzdvnjFq1KhOlw/F19owDOPBBx80hgwZYrjd7lbvD4XXGjCWL1/u/b2r78mzZs0ypk6d2uS2KVOmGDfffLNP9QnaFqCOrF+/ntzcXLKysry3TZkyhZqaGjZv3tzqYzZv3kxdXR2TJ0/23paVlUVubi7r1q3ze517wjvvvMOxY8f47ne/22HZ1atXk56ezvnnn88dd9xBWVmZ/yvYw5566ilSU1O5+OKL+cUvftFuV1BxcTGlpaVNXt/Y2FjGjx8fNK9va5xOZ6c2DQyW17u2tpbNmzc3eZ0AJk+e3ObrtH79+hblp0yZwieffEJdXZ3f6upPTqcToFOv7SWXXEJmZiYTJkzgww8/9HfVetwXX3xBVlYWOTk53Hzzzezdu7fNsqH4WtfW1rJ06VK+973vYbPZ2i0b7K91Y119T27rb8DX9/GQDUClpaVkZGQ0uS05OZmYmBhKS0vbfExMTAzJyclNbs/IyGjzMYHmpZdeYsqUKWRnZ7dbbtq0abz22mt88MEH/PrXv2bTpk1cd9111NTU9FJNu+/BBx9k2bJlfPjhh9x///08++yz3HvvvW2W97yGzf8ugun1bW7Pnj3893//N3fffXe75YLp9T527Bgul8un16m1/+8ZGRnU19dz7Ngxv9XVXwzD4OGHH+bKK68kNze3zXKZmZm88MILvPXWW7z99tsMGzaMCRMm8NFHH/VibbtnzJgx/P73v+cf//gHL774IqWlpYwbN47jx4+3Wj7UXmuAv/zlL5w8ebLdL66h8Fo319X35Lb+Bnx9Hw+o3eDnz5/PggUL2i2zadOmDse2eLSWpA3D6DBh98Rjuqsr/xYHDx7kH//4B3/60586PP5NN93kvZ6bm8tll13GoEGDeO+997jxxhu7XvFu8uW8H3roIe9tF110EcnJyXzrW9/ytgq1pflracXr21xXXu/Dhw8zdepUvv3tb/P973+/3ccG6uvdHl9fp9bKt3Z7MLj//vv57LPPWLt2bbvlhg0bxrBhw7y/5+XlceDAAX71q19x9dVX+7uaPWLatGne6yNHjiQvL48hQ4bw6quv8vDDD7f6mFB6rcH84jpt2rQmPRbNhcJr3ZauvCf3xPt4QAWg+++/n5tvvrndMoMHD+7UsRwOR4sBUeXl5dTV1bVIjo0fU1tbS3l5eZNWoLKyMsaNG9ep5+0pXfm3ePnll0lNTWXmzJk+P19mZiaDBg3iiy++8PmxPak7fwOeWU1ffvllqwHIM7OktLSUzMxM7+1lZWVt/k30Fl/P+/Dhw1x77bXk5eXxwgsv+Px8gfJ6tyYtLY3IyMgW3+bae50cDker5aOiotoNw4Fozpw5vPPOO3z00UcMGDDA58ePHTuWpUuX+qFmvSMhIYGRI0e2+bcZSq81wL59+1i1ahVvv/22z48N9te6q+/Jbf0N+Po+HlABKC0tjbS0tB45Vl5eHr/4xS8oKSnx/sOuWLGC2NhYRo8e3epjRo8eTXR0NCtXrmTWrFkAlJSUUFRUxNNPP90j9eosX/8tDMPg5Zdf5t///d+Jjo72+fmOHz/OgQMHmvwRWqE7fwNbt24FaPMccnJycDgcrFy5kksuuQQw+97XrFnDU0891bUK9xBfzvvQoUNce+21jB49mpdffpmICN97sgPl9W5NTEwMo0ePZuXKlXzzm9/03r5y5UpuuOGGVh+Tl5fHu+++2+S2FStWcNlll3Xp/4MVDMNgzpw5LF++nNWrV5OTk9Ol42zdujUgX9fOqqmpYefOnVx11VWt3h8Kr3VjL7/8Munp6Vx//fU+PzbYX+uuvifn5eWxcuXKJr0AK1as8L2hwqch0wFk3759xtatW40FCxYYffv2NbZu3Wps3brVqKysNAzDMOrr643c3FxjwoQJxpYtW4xVq1YZAwYMMO6//37vMQ4ePGgMGzbM+Pjjj7233X333caAAQOMVatWGVu2bDGuu+46Y9SoUUZ9fX2vn6MvVq1aZQDGjh07Wr1/2LBhxttvv20YhmFUVlYajzzyiLFu3TqjuLjY+PDDD428vDzjnHPOMSoqKnqz2l22bt0645lnnjG2bt1q7N2713jjjTeMrKwsY+bMmU3KNT5vwzCMJ5980rDb7cbbb79tbNu2zbjllluMzMzMoDnvQ4cOGeedd55x3XXXGQcPHjRKSkq8P40F++u9bNkyIzo62njppZeMHTt2GHPnzjUSEhKMr776yjAMw/jhD39o5Ofne8vv3bvX6NOnj/HQQw8ZO3bsMF566SUjOjra+POf/2zVKfjsnnvuMex2u7F69eomr+uZM2e8ZZqf9+LFi43ly5cbn3/+uVFUVGT88Ic/NADjrbfesuIUuuSRRx4xVq9ebezdu9fYsGGDMX36dCMxMTGkX2sPl8tlDBw40PjBD37Q4r5Qea0rKyu9n8+A93173759hmF07j05Pz+/yQzQf/3rX0ZkZKTx5JNPGjt37jSefPJJIyoqytiwYYNPdQvaAHTbbbcZQIufDz/80Ftm3759xvXXX2/Ex8cbKSkpxv33329UV1d77y8uLm7xmKqqKuP+++83UlJSjPj4eGP69OnG/v37e/HMuuaWW24xxo0b1+b9gPHyyy8bhmEYZ86cMSZPnmz079/fiI6ONgYOHGjcdtttQXGeHps3bzbGjBlj2O12Iy4uzhg2bJgxb9484/Tp003KNT5vwzCnXc6bN89wOBxGbGyscfXVVxvbtm3r5dp33csvv9zq333z7zKh8Hr/5je/MQYNGmTExMQYl156aZPp4Lfddpsxfvz4JuVXr15tXHLJJUZMTIwxePBg47nnnuvlGndPW69r47/f5uf91FNPGUOGDDHi4uKM5ORk48orrzTee++93q98N9x0001GZmamER0dbWRlZRk33nijsX37du/9ofhae/zjH/8wAGP37t0t7guV19ozfb/5z2233WYYRufek8ePH+8t7/Hmm28aw4YNM6Kjo40LLrigS0HQZhgNo8dEREREwkTIToMXERERaYsCkIiIiIQdBSAREREJOwpAIiIiEnYUgERERCTsKACJiIhI2FEAEhERkbCjACQiIiJhRwFIREREwo4CkIiIiIQdBSAREREJOwpAIiIiEnb+P3zphT4LqMeaAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "offsetsVH = np.zeros((18, 1))\n",
    "offsetsHV = np.zeros((18, 1))\n",
    "\n",
    "for num in range(len(Ts)):\n",
    "    EsVHfit2 = EsVH[num, :]\n",
    "    dataVHfit2 = dataVH[num, :]\n",
    "    EsHVfit2 = EsHV[num, :]\n",
    "    dataHVfit2 = dataHV[num, :]\n",
    "    \n",
    "    EsHVfit2[dataHVfit2 > 10000] = 300\n",
    "    dataHVfit2[dataHVfit2 > 10000] = 0\n",
    "    EsVHfit2[dataVHfit2 > 10000] = 300\n",
    "    dataVHfit2[dataVHfit2 > 10000] = 0\n",
    "    \n",
    "    popt2, _ = curve_fit(offset_function, EsVHfit2, dataVHfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsVH[num] = popt2[1]\n",
    "    \n",
    "    plt.figure(22)\n",
    "    plt.plot(EsVHfit2, dataVHfit2, 'o')\n",
    "    plt.plot(np.arange(-10, 10, 0.01), offset_function(np.arange(-10, 10, 0.01), *popt2))\n",
    "    plt.xlim([-10, 10])\n",
    "    plt.show()\n",
    "    \n",
    "    popt3, _ = curve_fit(offset_function, EsHVfit2, dataHVfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsHV[num] = popt3[1]\n",
    "    \n",
    "    plt.figure(23)\n",
    "    plt.plot(EsHVfit2, dataHVfit2, 'o')\n",
    "    plt.plot(np.arange(-10, 10, 0.01), offset_function(np.arange(-10, 10, 0.01), *popt3))\n",
    "    plt.xlim([-10, 10])\n",
    "    plt.show()\n",
    "\n",
    "offsets = (offsetsHV + offsetsVH)/ 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "956f4030",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "EsHVfit = EsHV[:, 870:960]-offsetsHV\n",
    "EsVHfit = EsVH[:, 870:960]-offsetsVH\n",
    "\n",
    "dataHVfit = dataHV[:, 870:960]\n",
    "dataVHfit = dataVH[:, 870:960]\n",
    "\n",
    "asHV, bsHV, bsHVerr, dsHV, csHV, csHVerr = [], [], [], [], [], []\n",
    "plt.figure()\n",
    "plt.title('RR')\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsHVfit[idx, :]\n",
    "    I = (dataHVfit[idx, :] / 2) + (dataVHfit[idx, :] / 2)\n",
    "    popt, pcov = curve_fit(offset_function, E, I, p0=[20, 298, 5, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asHV.append(popt[0])\n",
    "    bsHV.append(popt[1])\n",
    "    csHV.append(popt[2] * 1.669)\n",
    "    dsHV.append(popt[3])\n",
    "    bsHVerr.append(perr[1])\n",
    "    csHVerr.append(perr[2] * 1.669)\n",
    "    plt.plot(E, I + 50 * (idx - 1), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), offset_function(np.arange(285, 310, 0.1), *popt) + 50 * (idx - 1), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(30)\n",
    "plt.errorbar(Ts, np.array(bsHV) - np.array(offsets).flatten(), bsHVerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(31)\n",
    "plt.errorbar(Ts, csHV, csHVerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "asVH, bsVH, bsVHerr, dsVH, dsVHerr, csVH, csVHerr = [], [], [], [], [], [], []\n",
    "plt.figure()\n",
    "plt.title('LL')\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsVHfit[idx, :]\n",
    "    I = dataVHfit[idx, :]\n",
    "    popt, pcov = curve_fit(offset_function, E, I, p0=[20, 298, 5, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asVH.append(popt[0])\n",
    "    bsVH.append(popt[1])\n",
    "    csVH.append(popt[2] * 1.669)\n",
    "    dsVH.append(popt[3])\n",
    "    bsVHerr.append(perr[1])\n",
    "    csVHerr.append(perr[2] * 1.669)\n",
    "    dsVHerr.append(perr[3])\n",
    "    plt.plot(E, I + 50 * (idx - 1), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), offset_function(np.arange(285, 310, 0.1), *popt) + 50 * (idx - 1), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(30)\n",
    "plt.errorbar(Ts, np.array(bsVH) - np.array(offsetsVH).flatten(), bsVHerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(31)\n",
    "plt.errorbar(Ts, csVH, csVHerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(Ts, asHV, 'o')\n",
    "plt.plot(Ts, asVH, 'o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8fa6562b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def voigt_profile(x, a, b, sigma, gamma):\n",
    "    return a * np.real(wofz(((x - b) + 1j * gamma) / (sigma * np.sqrt(2)))) / (sigma * np.sqrt(2 * np.pi))\n",
    "\n",
    "def multi_voigt(x, *params):\n",
    "    num_peaks = (len(params) - 4) // 2\n",
    "    sigma, gamma = params[-4], params[-3]\n",
    "    baseline = params[-2] * x + params[-1]\n",
    "    y = np.zeros_like(x)\n",
    "    for i in range(num_peaks):\n",
    "        a, b = params[2 * i: 2 * i + 2]\n",
    "        y += voigt_profile(x, a, b, sigma, gamma)\n",
    "    return y + baseline\n",
    "\n",
    "EsHVfit = EsHV[:, 870:960]-offsetsHV\n",
    "EsVHfit = EsVH[:, 870:960]-offsetsVH\n",
    "\n",
    "dataHVfit = dataHV[:, 870:960]\n",
    "dataVHfit = dataVH[:, 870:960]\n",
    "\n",
    "sigma_vals = []\n",
    "gamma_vals = []\n",
    "fwhm_vals = []\n",
    "peak_positions_vals = []\n",
    "sigma_errs = []\n",
    "gamma_errs = []\n",
    "fwhm_errs = []\n",
    "peak_positions_errs = []\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    if Ts[idx] < 45:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.5, 303.5]\n",
    "    elif 45 <= Ts[idx] < 66:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.4]\n",
    "    else:\n",
    "        peak_positions = [295.83, 297.8, 300.35]\n",
    "    \n",
    "    initial_params = []\n",
    "    bounds_lower = []\n",
    "    bounds_upper = []\n",
    "    \n",
    "    for pos in peak_positions:\n",
    "        initial_params.extend([10, pos])\n",
    "        bounds_lower.extend([0, pos - 1])\n",
    "        bounds_upper.extend([np.inf, pos + 1])\n",
    "    \n",
    "    initial_params.extend([0.2, 0.2, 0, 0])  # sigma, gamma, baseline\n",
    "    bounds_lower.extend([0.1, 0, -np.inf, -10])\n",
    "    bounds_upper.extend([.2, 2, np.inf, 100])\n",
    "    \n",
    "    E = EsHVfit[idx, :]\n",
    "    I = dataHVfit[idx, :]\n",
    "    popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    \n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "    fwhm_vals.append(fwhm)\n",
    "    peak_positions_vals.append(popt[1::2])\n",
    "    \n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "    peak_positions_errs.append(perr[1::2])\n",
    "    \n",
    "    plt.plot(E, I + 50 * (idx), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), multi_voigt(np.arange(285, 310, 0.1), *popt) + 50 * (idx), color=(Ts[idx] / 300, 0, 0), linewidth=1)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, sigma_vals, yerr=sigma_errs, fmt='o-', label='Sigma')\n",
    "plt.errorbar(Ts, gamma_vals, yerr=gamma_errs, fmt='s-', label='Gamma')\n",
    "plt.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='d-', label='Voigt FWHM')\n",
    "plt.xlim([0,110])\n",
    "plt.ylim([0,2])\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Width (units)')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0,160])\n",
    "plt.ylim([285,310])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "0df173cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1e4a9f11bd0>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "EsHVfit = EsHV[:, 870:960]#-offsetsHV\n",
    "EsVHfit = EsVH[:, 870:960]#-offsetsVH\n",
    "\n",
    "dataHVfit = dataHV[:, 870:960]\n",
    "dataVHfit = dataVH[:, 870:960]+dataHV[:, 870:960]\n",
    "\n",
    "sigma_vals = []\n",
    "gamma_vals = []\n",
    "fwhm_vals = []\n",
    "peak_positions_vals = []\n",
    "sigma_errs = []\n",
    "gamma_errs = []\n",
    "fwhm_errs = []\n",
    "peak_positions_errs = []\n",
    "\n",
    "plt.figure(figsize=[4,10])\n",
    "for idx in range(len(Ts)):\n",
    "    if Ts[idx] < 45:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.5, 303.5]\n",
    "    elif 45 <= Ts[idx] < 66:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.4]\n",
    "    else:\n",
    "        peak_positions = [295.5, 297.5, 299.5]\n",
    "    \n",
    "    initial_params = []\n",
    "    bounds_lower = []\n",
    "    bounds_upper = []\n",
    "    \n",
    "    for pos in peak_positions:\n",
    "        initial_params.extend([10, pos])\n",
    "        bounds_lower.extend([0, pos - 1])\n",
    "        bounds_upper.extend([np.inf, pos + 1])\n",
    "    \n",
    "    initial_params.extend([0.1, 0.1, 0, 0])  # sigma, gamma, baseline\n",
    "    bounds_lower.extend([0.1, 0, -np.inf, -100])\n",
    "    bounds_upper.extend([.2, 2, np.inf, 100])\n",
    "    \n",
    "    E = EsVHfit[idx, :]\n",
    "    I = dataVHfit[idx, :]\n",
    "    popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    \n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "    fwhm_vals.append(fwhm)\n",
    "    peak_positions_vals.append(popt[1::2])\n",
    "    \n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "    peak_positions_errs.append(perr[1::2])\n",
    "    \n",
    "    plt.plot(E, I + 50 * (idx), '.', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), multi_voigt(np.arange(285, 310, 0.1), *popt) + 50 * (idx), color=(Ts[idx] / 300, 0, 0), linewidth=2)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, sigma_vals, yerr=sigma_errs, fmt='o-', label='Sigma')\n",
    "plt.errorbar(Ts, gamma_vals, yerr=gamma_errs, fmt='s-', label='Gamma')\n",
    "plt.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='d-', label='Voigt FWHM')\n",
    "plt.xlim([0,300])\n",
    "plt.ylim([0,2])\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Width (units)')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0,300])\n",
    "plt.ylim([285,310])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = fwhm_vals[i]\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.3)\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([285, 310])\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "5bbec478",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 2.21120928e+01  2.93647295e+02  6.13133363e+01  2.95523592e+02\n",
      "  7.48143855e+01  2.97462336e+02  7.25194958e+01  2.99537760e+02\n",
      "  2.96410549e+01  3.01488513e+02  1.38719347e+01  3.03612672e+02\n",
      "  1.47000000e-01  2.00967306e-01 -2.90149344e-02  2.67163342e+01]\n",
      "[ 2.41500681e+02  2.93536347e+02  1.49000000e-01  4.30418693e+00\n",
      " -1.60778155e-02  1.91447592e+01]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.title(\"11K vs 296K\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "\n",
    "for idx in [0,len(Ts)-1]:\n",
    "    E = EsHVfit[idx, :]\n",
    "    I = dataHVfit[idx, :]\n",
    "    peaks = [293.7, 295.7, 297.7, 299.7, 301.6, 303.7] if Ts[idx] < 45  else [293]\n",
    "    initial_params = []\n",
    "    bounds_lower = []\n",
    "    bounds_upper = []\n",
    "    for pos in peaks:\n",
    "        initial_params.extend([10, pos])\n",
    "        bounds_lower.extend([0, pos - 1])\n",
    "        bounds_upper.extend([np.inf, pos + 1])\n",
    "    \n",
    "    initial_params.extend([0.148, 0.1, 0, 0])  # sigma, gamma, baseline\n",
    "    bounds_lower.extend([0.147, 0, -np.inf, -100])\n",
    "    bounds_upper.extend([0.149, 10, np.inf, 100])\n",
    "    popt, perr = popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    print(popt)\n",
    "    peak_positions_vals.append(popt[1::2])\n",
    "    peak_positions_errs.append(perr[1::2])\n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    plt.plot(E, I - E * popt[-2] - popt[-1] , '.', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.linspace(280, 310, 1000), multi_voigt(np.linspace(280, 310, 1000), *popt) - np.linspace(280, 310, 1000) * popt[-2] - popt[-1], color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([280, 310])\n",
    "plt.ylim([-20,100])\n",
    "plt.savefig(\"T11K296K.eps\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "172b9b40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2.17180439e+02,  2.93565054e+02,  1.22433654e+00,  3.64696102e+00,\n",
       "       -2.46792443e-02,  2.21715646e+01])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bc3bbee7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[281.53051251, 281.85951251, 282.18851251, ..., 310.06251251,\n",
       "        310.39051251, 310.71651251],\n",
       "       [281.36421398, 281.69321398, 282.02221398, ..., 309.89621398,\n",
       "        310.22421398, 310.55021398],\n",
       "       [281.37253961, 281.70153961, 282.03053961, ..., 309.90453961,\n",
       "        310.23253961, 310.55853961],\n",
       "       ...,\n",
       "       [281.50667576, 281.83567576, 282.16467576, ..., 310.03867576,\n",
       "        310.36667576, 310.69267576],\n",
       "       [281.3964953 , 281.7254953 , 282.0544953 , ..., 309.9284953 ,\n",
       "        310.2564953 , 310.5824953 ],\n",
       "       [281.45003434, 281.77903434, 282.10803434, ..., 309.98203434,\n",
       "        310.31003434, 310.63603434]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EsHVfit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f68a3461",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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